{"id":1885,"date":"2022-02-01T23:03:00","date_gmt":"2022-02-01T23:03:00","guid":{"rendered":"https:\/\/qce21.computer.org\/?p=1885"},"modified":"2022-06-09T22:53:43","modified_gmt":"2022-06-09T22:53:43","slug":"tutorials-program","status":"publish","type":"post","link":"https:\/\/qce.quantum.ieee.org\/2022\/tutorials-program\/","title":{"rendered":"Tutorials Program"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1885\" class=\"elementor elementor-1885\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4cdb3fc7 elementor-section-content-middle elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"4cdb3fc7\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t\t<div 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menu-item-object-custom menu-item-974\"><a href=\"\/2022\/\" class=\"elementor-item\">Home<\/a><\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-14\"><a target=\"_blank\" href=\"\/2022\/about\/#\" class=\"elementor-item elementor-item-anchor\">About<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-34\"><a href=\"\/2022\/about\/about-the-conference\" class=\"elementor-sub-item\">About the Conference<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-12534\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/venue\/\" class=\"elementor-sub-item\">Conference Venue<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16019\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/participation-logistics\/\" class=\"elementor-sub-item\">Participation Logistics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13907\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/in-person-event-with-virtual-component\/\" class=\"elementor-sub-item\">In-Person Event with Virtual Component<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6047\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/media-center\/\" class=\"elementor-sub-item\">Media Center<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-95\"><a href=\"\/2022\/about\/contact\" title=\"Contact\" class=\"elementor-sub-item\">Contacts &amp; Inquiries<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4790\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/conference-topics\/\" class=\"elementor-sub-item\">Conference Topics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3584\"><a href=\"\/2022\/authors\/key-deadlines\/\" class=\"elementor-sub-item\">Key Deadlines<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2400\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/submission-deadlines\/\" class=\"elementor-sub-item\">Submission Deadlines<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2670\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/exhibitor-sponsorship-opportunities\/\" class=\"elementor-sub-item\">Exhibitor Opportunities<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2509\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/financial-co-sponsors\/\" class=\"elementor-sub-item\">Financial Co-Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2510\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/technical-co-sponsors\/\" class=\"elementor-sub-item\">Technical Co-Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2398\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/edi-statement\/\" class=\"elementor-sub-item\">EDI Statement<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2399\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/code-of-conduct\/\" class=\"elementor-sub-item\">Code of Conduct<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2450\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/covid-19\/\" class=\"elementor-sub-item\">COVID-19<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3534\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2021\" class=\"elementor-sub-item\">QCE21<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-4095\"><a href=\"https:\/\/quantum.ieee.org\/\" class=\"elementor-sub-item\">IEEE Quantum<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-112\"><a href=\"\/2022\/authors\/#\" title=\"Author Info\" class=\"elementor-item elementor-item-anchor\">Authors<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16779\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Presenter-Guide-2022-09-09.pdf\" class=\"elementor-sub-item\">Presenter&#8217;s Guide<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13908\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/in-person-event-with-virtual-component\/\" class=\"elementor-sub-item\">In-Person Event with Virtual Component<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-144\"><a href=\"\/2022\/authors\/call-for-contributions\" title=\"Calls for Submissions\" class=\"elementor-sub-item\">Call for Contributions<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1292\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/conference-topics\/\" class=\"elementor-sub-item\">Conference Topics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1303\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/submission-deadlines\/\" class=\"elementor-sub-item\">Submission Deadlines<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3585\"><a href=\"\/2022\/authors\/key-deadlines\/\" class=\"elementor-sub-item\">Key Deadlines<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2757\"><a href=\"\/2022\/call-for-tutorials\/\" class=\"elementor-sub-item\">Call for Tutorial Proposals<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2803\"><a href=\"\/2022\/call-for-workshops\/\" class=\"elementor-sub-item\">Call for Workshop Proposals<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2806\"><a href=\"\/2022\/call-for-papers\/\" class=\"elementor-sub-item\">Call for Technical Papers<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2804\"><a href=\"\/2022\/call-for-panels\/\" class=\"elementor-sub-item\">Call for Panel Proposals<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2807\"><a href=\"\/2022\/call-for-posters\/\" class=\"elementor-sub-item\">Call for Posters<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2805\"><a href=\"\/2022\/call-for-bofs\" class=\"elementor-sub-item\">Call for BoF Proposals<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1449\"><a target=\"_blank\" href=\"https:\/\/easychair.org\/cfp\/qce22\" class=\"elementor-sub-item\">EasyChair CFP<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1448\"><a target=\"_blank\" href=\"https:\/\/easychair.org\/conferences\/?conf=qce22\" class=\"elementor-sub-item\">EasyChair Submit<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-15\"><a href=\"\/2022\/attend\/#\" class=\"elementor-item elementor-item-anchor\">Attend<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16940\"><a target=\"_blank\" href=\"https:\/\/email.computer.org\/index.php?action=social&#038;c=1198&#038;m=1484\" class=\"elementor-sub-item\">QCE22 Daily Friday<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-15941\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/home\/program\/program-schedule\/\" class=\"elementor-sub-item\">Schedule, Floor Plans, Registration Hours<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16614\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/home\/registration\/registration-overview\/#onsiteregistrationhours\" class=\"elementor-sub-item elementor-item-anchor\">Registration Desk<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16780\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Presenter-Guide-2022-09-09.pdf\" class=\"elementor-sub-item\">Presenter&#8217;s Guide<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16538\"><a target=\"_blank\" href=\"https:\/\/ieeecs-media.computer.org\/media\/marketing\/conferences\/QCE22-conference-program.pdf\" class=\"elementor-sub-item\">Fancy Program Brochure<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16100\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Final-Program-v73.pdf\" class=\"elementor-sub-item\">Program-at-a-Glance<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16017\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/participation-logistics\/\" class=\"elementor-sub-item\">Participation Logistics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-35\"><a href=\"\/2022\/attend\/why-attend\" class=\"elementor-sub-item\">Why Attend<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-12519\"><a target=\"_blank\" href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/venue\/\" class=\"elementor-sub-item\">Conference Venue<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13909\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/in-person-event-with-virtual-component\/\" class=\"elementor-sub-item\">CCE22 In-Person Event with Virtual Component<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-8070\"><a href=\"\/2022\/program\/\" class=\"elementor-sub-item\">Program Synopsis<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2397\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/edi-statement\/\" class=\"elementor-sub-item\">EDI Statement<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-99\"><a href=\"\/2022\/attend\/code-of-conduct\" class=\"elementor-sub-item\">Code of Conduct<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2593\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/covid-19\/\" class=\"elementor-sub-item\">COVID-19<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-16\"><a href=\"\/2022\/program\/#\" class=\"elementor-item elementor-item-anchor\">Program<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16930\"><a target=\"_blank\" href=\"https:\/\/email.computer.org\/index.php?action=social&#038;c=1198&#038;m=1484\" class=\"elementor-sub-item\">QCEE22 Daily Friday<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16861\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/2022-hubb-onboarding\/\" class=\"elementor-sub-item\">Onboarding Hubb Virtual Platform<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16644\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/ieee-quantum-week-2022-program-revealed\" class=\"elementor-sub-item\">QCE22 Program Press Release<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16537\"><a target=\"_blank\" href=\"https:\/\/ieeecs-media.computer.org\/media\/marketing\/conferences\/QCE22-conference-program.pdf\" class=\"elementor-sub-item\">Fancy Program Brochure<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-15428\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Final-Program-v73.pdf\" class=\"elementor-sub-item\">Program-at-a-Glance<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15321\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/program-schedule\/\" class=\"elementor-sub-item\">Schedule &amp; Floor Plan<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16781\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Presenter-Guide-2022-09-09.pdf\" class=\"elementor-sub-item\">Presenter&#8217;s Guide<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16101\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/participation-logistics\/\" class=\"elementor-sub-item\">Participation Logistics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-10019\"><a href=\"\/2022\/program\/#\" class=\"elementor-sub-item elementor-item-anchor\">Program Overview<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15226\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/keynotes\/\" class=\"elementor-sub-item\">Keynote Speakers<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9728\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/exhibits-program\/\" class=\"elementor-sub-item\">Exhibits Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16169\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/student-industry-mentorship-program\/\" class=\"elementor-sub-item\">Student Industry Mentorship Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-2002\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/tutorials-program\/\" class=\"elementor-sub-item\">Tutorials Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-2001\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/workshops-program\/\" class=\"elementor-sub-item\">Workshops Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-2061\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/technical-papers-program\/\" class=\"elementor-sub-item\">Technical Papers Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-1998\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/panels-program\/\" class=\"elementor-sub-item\">Panels Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-2000\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/posters-program\/\" class=\"elementor-sub-item\">Posters Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-1999\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/bofs-program\/\" class=\"elementor-sub-item\">BoFs Program<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-113\"><a href=\"\/2022\/exhibits-sponsors\/#\" title=\"Exhibit &amp; Support\" class=\"elementor-item elementor-item-anchor\">Exhibits &amp; Sponsors<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-12574\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/exhibitors-sponsors\/\" class=\"elementor-sub-item\">Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-146\"><a href=\"\/2022\/exhibitor-sponsorship-opportunities\/\" title=\"Opportunities\" class=\"elementor-sub-item\">Exhibitor &amp; Sponsorship Opportunities<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-12424\"><a target=\"_blank\" href=\"https:\/\/ieeecs-media.computer.org\/media\/conferences\/resources\/quantum-prospectus-2022.pdf\" class=\"elementor-sub-item\">Exhibitor &amp; Sponsorship Prospectus<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14393\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/05\/QCE22-Summary-Supporter-Benefits.pdf\" class=\"elementor-sub-item\">Supporter Benefits<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14394\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/05\/QCE22-Exhibitor-Sponsorship-Experience-Guide.pdf\" class=\"elementor-sub-item\">Exhibitor Experience Guide<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14395\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Exhibitor-Sponsorship-FAQ-Rev-2022-08-24.pdf\" class=\"elementor-sub-item\">Exhibitor &amp; Sponsorship FAQ<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9727\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/exhibits-program\/\" class=\"elementor-sub-item\">Exhibits Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13516\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/diamond-exhibitors-sponsors\/\" class=\"elementor-sub-item\">Diamond Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5212\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/platinum-exhibitors-sponsors\/\" class=\"elementor-sub-item\">Platinum Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-17276\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/gold-exhibitors-sponsors\/\" class=\"elementor-sub-item\">Gold Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5019\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/silver-exhibitors-sponsors\/\" class=\"elementor-sub-item\">Silver Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5020\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/bronze-exhibitors-sponsors\/\" class=\"elementor-sub-item\">Bronze Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-14814\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/supporters\/\" class=\"elementor-sub-item\">Supporters<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6112\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/\" class=\"elementor-sub-item\">Exhibits &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4057\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/conference-topics\/\" class=\"elementor-sub-item\">Conference Topics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4147\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/financial-co-sponsors\/\" class=\"elementor-sub-item\">Financial Co-Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4146\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/technical-co-sponsors\/\" class=\"elementor-sub-item\">Technical Co-Sponsors<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-114\"><a href=\"\/2022\/registration\/#\" class=\"elementor-item elementor-item-anchor\">Registration<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2707\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/registration\/registration-overview\/\" class=\"elementor-sub-item\">Registration Overview<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16613\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/home\/registration\/registration-overview\/#onsiteregistrationhours\" class=\"elementor-sub-item elementor-item-anchor\">Registration Desk<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14405\"><a target=\"_blank\" href=\"https:\/\/web.cvent.com\/event\/41315fca-fab0-4847-8bcd-ca0e07d2c849\/summary\" class=\"elementor-sub-item\">Register Now<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16622\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/keynotes-announced-for-quantum-week-2022\" class=\"elementor-sub-item\">QCE22 Press Release August<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14449\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/keynotes-announced-for-quantum-week-2022\" class=\"elementor-sub-item\">QCE22 Press Release June<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-115\"><a href=\"\/2022\/committees\/#\" class=\"elementor-item elementor-item-anchor\">Committees<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3392\"><a href=\"\/2022\/about\/contact\" class=\"elementor-sub-item\">Contacts<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3090\"><a href=\"\/2022\/committees\/organizing-committee\/\" class=\"elementor-sub-item\">Organizing Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-12998\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/program-committee\/\" class=\"elementor-sub-item\">Technical Papers Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13073\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/tutorials-program-committee\/\" class=\"elementor-sub-item\">Tutorials Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13071\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/workshops-program-committee\/\" class=\"elementor-sub-item\">Workshops Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13072\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/panels-program-committee\/\" class=\"elementor-sub-item\">Panels Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13070\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/posters-program-committee\/\" class=\"elementor-sub-item\">Posters Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3294\"><a href=\"\/2022\/committees\/steering-committee\/\" class=\"elementor-sub-item\">Steering Committee<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-3614\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/qce\/\" class=\"elementor-item\">QCE<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-3425\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/qce\/news\/\" class=\"elementor-sub-item\">QCE22 News &amp; Updates<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16621\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/keynotes-announced-for-quantum-week-2022\" class=\"elementor-sub-item\">QCE22 Press Release August<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14448\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/keynotes-announced-for-quantum-week-2022\" class=\"elementor-sub-item\">QCE22 Press Release June<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-12471\"><a href=\"\/2022\/sitemap\/\" class=\"elementor-sub-item\">QCE22 Sitemap<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3533\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2021\" class=\"elementor-sub-item\">QCE21 Website<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-11623\"><a target=\"_blank\" href=\"https:\/\/ieeexplore.ieee.org\/xpl\/conhome\/9605247\/proceeding\" class=\"elementor-sub-item\">QCE21 Proceedings<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3677\"><a target=\"_blank\" href=\"https:\/\/ieeexplore.ieee.org\/xpl\/conhome\/9259908\/proceeding\" class=\"elementor-sub-item\">QCE20 Proceedings<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3678\"><a target=\"_blank\" href=\"https:\/\/quantum.ieee.org\/\" class=\"elementor-sub-item\">IEEE Quantum Initiative<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Menu Toggle\" aria-expanded=\"false\">\n\t\t\t<i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open eicon-menu-bar\"><\/i><i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--close eicon-close\"><\/i>\t\t<\/div>\n\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-22a48a50\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-974\"><a href=\"\/2022\/\" class=\"elementor-item\" tabindex=\"-1\">Home<\/a><\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-14\"><a target=\"_blank\" href=\"\/2022\/about\/#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">About<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-34\"><a href=\"\/2022\/about\/about-the-conference\" class=\"elementor-sub-item\" tabindex=\"-1\">About the Conference<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-12534\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/venue\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Conference Venue<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16019\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/participation-logistics\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Participation Logistics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13907\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/in-person-event-with-virtual-component\/\" class=\"elementor-sub-item\" tabindex=\"-1\">In-Person Event with Virtual Component<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6047\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/media-center\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Media Center<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-95\"><a href=\"\/2022\/about\/contact\" title=\"Contact\" class=\"elementor-sub-item\" tabindex=\"-1\">Contacts &amp; Inquiries<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4790\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/conference-topics\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Conference Topics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3584\"><a href=\"\/2022\/authors\/key-deadlines\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Key Deadlines<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2400\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/submission-deadlines\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Submission Deadlines<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2670\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/exhibitor-sponsorship-opportunities\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Exhibitor Opportunities<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2509\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/financial-co-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Financial Co-Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2510\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/technical-co-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Technical Co-Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2398\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/edi-statement\/\" class=\"elementor-sub-item\" tabindex=\"-1\">EDI Statement<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2399\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/code-of-conduct\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Code of Conduct<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2450\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/covid-19\/\" class=\"elementor-sub-item\" tabindex=\"-1\">COVID-19<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3534\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2021\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE21<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-4095\"><a href=\"https:\/\/quantum.ieee.org\/\" class=\"elementor-sub-item\" tabindex=\"-1\">IEEE Quantum<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-112\"><a href=\"\/2022\/authors\/#\" title=\"Author Info\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Authors<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16779\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Presenter-Guide-2022-09-09.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Presenter&#8217;s Guide<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13908\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/in-person-event-with-virtual-component\/\" class=\"elementor-sub-item\" tabindex=\"-1\">In-Person Event with Virtual Component<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-144\"><a href=\"\/2022\/authors\/call-for-contributions\" title=\"Calls for Submissions\" class=\"elementor-sub-item\" tabindex=\"-1\">Call for Contributions<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1292\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/conference-topics\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Conference Topics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1303\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/submission-deadlines\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Submission Deadlines<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3585\"><a href=\"\/2022\/authors\/key-deadlines\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Key Deadlines<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2757\"><a href=\"\/2022\/call-for-tutorials\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Call for Tutorial Proposals<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2803\"><a href=\"\/2022\/call-for-workshops\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Call for Workshop Proposals<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2806\"><a href=\"\/2022\/call-for-papers\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Call for Technical Papers<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2804\"><a href=\"\/2022\/call-for-panels\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Call for Panel Proposals<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2807\"><a href=\"\/2022\/call-for-posters\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Call for Posters<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-2805\"><a href=\"\/2022\/call-for-bofs\" class=\"elementor-sub-item\" tabindex=\"-1\">Call for BoF Proposals<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1449\"><a target=\"_blank\" href=\"https:\/\/easychair.org\/cfp\/qce22\" class=\"elementor-sub-item\" tabindex=\"-1\">EasyChair CFP<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1448\"><a target=\"_blank\" href=\"https:\/\/easychair.org\/conferences\/?conf=qce22\" class=\"elementor-sub-item\" tabindex=\"-1\">EasyChair Submit<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-15\"><a href=\"\/2022\/attend\/#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Attend<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16940\"><a target=\"_blank\" href=\"https:\/\/email.computer.org\/index.php?action=social&#038;c=1198&#038;m=1484\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE22 Daily Friday<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-15941\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/home\/program\/program-schedule\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Schedule, Floor Plans, Registration Hours<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16614\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/home\/registration\/registration-overview\/#onsiteregistrationhours\" class=\"elementor-sub-item elementor-item-anchor\" tabindex=\"-1\">Registration Desk<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16780\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Presenter-Guide-2022-09-09.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Presenter&#8217;s Guide<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16538\"><a target=\"_blank\" href=\"https:\/\/ieeecs-media.computer.org\/media\/marketing\/conferences\/QCE22-conference-program.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Fancy Program Brochure<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16100\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Final-Program-v73.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Program-at-a-Glance<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16017\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/participation-logistics\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Participation Logistics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-35\"><a href=\"\/2022\/attend\/why-attend\" class=\"elementor-sub-item\" tabindex=\"-1\">Why Attend<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-12519\"><a target=\"_blank\" href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/venue\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Conference Venue<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13909\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/in-person-event-with-virtual-component\/\" class=\"elementor-sub-item\" tabindex=\"-1\">CCE22 In-Person Event with Virtual Component<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-8070\"><a href=\"\/2022\/program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Program Synopsis<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2397\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/edi-statement\/\" class=\"elementor-sub-item\" tabindex=\"-1\">EDI Statement<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-99\"><a href=\"\/2022\/attend\/code-of-conduct\" class=\"elementor-sub-item\" tabindex=\"-1\">Code of Conduct<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2593\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/attend\/covid-19\/\" class=\"elementor-sub-item\" tabindex=\"-1\">COVID-19<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-16\"><a href=\"\/2022\/program\/#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Program<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16930\"><a target=\"_blank\" href=\"https:\/\/email.computer.org\/index.php?action=social&#038;c=1198&#038;m=1484\" class=\"elementor-sub-item\" tabindex=\"-1\">QCEE22 Daily Friday<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16861\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/2022-hubb-onboarding\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Onboarding Hubb Virtual Platform<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16644\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/ieee-quantum-week-2022-program-revealed\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE22 Program Press Release<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16537\"><a target=\"_blank\" href=\"https:\/\/ieeecs-media.computer.org\/media\/marketing\/conferences\/QCE22-conference-program.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Fancy Program Brochure<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-15428\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Final-Program-v73.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Program-at-a-Glance<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15321\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/program-schedule\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Schedule &amp; Floor Plan<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16781\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Presenter-Guide-2022-09-09.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Presenter&#8217;s Guide<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16101\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/participation-logistics\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Participation Logistics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-10019\"><a href=\"\/2022\/program\/#\" class=\"elementor-sub-item elementor-item-anchor\" tabindex=\"-1\">Program Overview<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15226\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/keynotes\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Keynote Speakers<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9728\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/exhibits-program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Exhibits Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16169\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/student-industry-mentorship-program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Student Industry Mentorship Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-2002\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/tutorials-program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Tutorials Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-2001\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/workshops-program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Workshops Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-2061\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/technical-papers-program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Technical Papers Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-1998\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/panels-program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Panels Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-2000\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/posters-program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Posters Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-post menu-item-1999\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/bofs-program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">BoFs Program<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-113\"><a href=\"\/2022\/exhibits-sponsors\/#\" title=\"Exhibit &amp; Support\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Exhibits &amp; Sponsors<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-12574\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/exhibitors-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-146\"><a href=\"\/2022\/exhibitor-sponsorship-opportunities\/\" title=\"Opportunities\" class=\"elementor-sub-item\" tabindex=\"-1\">Exhibitor &amp; Sponsorship Opportunities<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-12424\"><a target=\"_blank\" href=\"https:\/\/ieeecs-media.computer.org\/media\/conferences\/resources\/quantum-prospectus-2022.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Exhibitor &amp; Sponsorship Prospectus<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14393\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/05\/QCE22-Summary-Supporter-Benefits.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Supporter Benefits<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14394\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/05\/QCE22-Exhibitor-Sponsorship-Experience-Guide.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Exhibitor Experience Guide<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14395\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/wp-content\/uploads\/sites\/6\/2022\/09\/QCE22-Exhibitor-Sponsorship-FAQ-Rev-2022-08-24.pdf\" class=\"elementor-sub-item\" tabindex=\"-1\">Exhibitor &amp; Sponsorship FAQ<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9727\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/program\/exhibits-program\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Exhibits Program<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13516\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/diamond-exhibitors-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Diamond Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5212\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/platinum-exhibitors-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Platinum Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-17276\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/gold-exhibitors-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Gold Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5019\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/silver-exhibitors-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Silver Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5020\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/bronze-exhibitors-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Bronze Exhibitors &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-14814\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/supporters\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Supporters<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6112\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/exhibits-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Exhibits &amp; Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4057\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/authors\/conference-topics\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Conference Topics<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4147\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/financial-co-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Financial Co-Sponsors<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4146\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/about\/technical-co-sponsors\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Technical Co-Sponsors<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-114\"><a href=\"\/2022\/registration\/#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Registration<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-2707\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/registration\/registration-overview\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Registration Overview<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16613\"><a href=\"https:\/\/ieeecsqce.wpengine.com\/2022\/home\/registration\/registration-overview\/#onsiteregistrationhours\" class=\"elementor-sub-item elementor-item-anchor\" tabindex=\"-1\">Registration Desk<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14405\"><a target=\"_blank\" href=\"https:\/\/web.cvent.com\/event\/41315fca-fab0-4847-8bcd-ca0e07d2c849\/summary\" class=\"elementor-sub-item\" tabindex=\"-1\">Register Now<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16622\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/keynotes-announced-for-quantum-week-2022\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE22 Press Release August<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14449\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/keynotes-announced-for-quantum-week-2022\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE22 Press Release June<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"unclickable menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-115\"><a href=\"\/2022\/committees\/#\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Committees<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3392\"><a href=\"\/2022\/about\/contact\" class=\"elementor-sub-item\" tabindex=\"-1\">Contacts<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3090\"><a href=\"\/2022\/committees\/organizing-committee\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Organizing Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-12998\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/program-committee\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Technical Papers Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13073\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/tutorials-program-committee\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Tutorials Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13071\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/workshops-program-committee\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Workshops Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13072\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/panels-program-committee\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Panels Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13070\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/committees\/posters-program-committee\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Posters Program Committee<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3294\"><a href=\"\/2022\/committees\/steering-committee\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Steering Committee<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-3614\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/qce\/\" class=\"elementor-item\" tabindex=\"-1\">QCE<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-3425\"><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/home\/qce\/news\/\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE22 News &amp; Updates<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-16621\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/keynotes-announced-for-quantum-week-2022\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE22 Press Release August<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-14448\"><a target=\"_blank\" href=\"https:\/\/www.computer.org\/press-room\/2022-news\/keynotes-announced-for-quantum-week-2022\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE22 Press Release June<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-12471\"><a href=\"\/2022\/sitemap\/\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE22 Sitemap<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3533\"><a target=\"_blank\" href=\"https:\/\/ieeecsqce.wpengine.com\/2021\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE21 Website<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-11623\"><a target=\"_blank\" href=\"https:\/\/ieeexplore.ieee.org\/xpl\/conhome\/9605247\/proceeding\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE21 Proceedings<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3677\"><a target=\"_blank\" href=\"https:\/\/ieeexplore.ieee.org\/xpl\/conhome\/9259908\/proceeding\" class=\"elementor-sub-item\" tabindex=\"-1\">QCE20 Proceedings<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-3678\"><a target=\"_blank\" href=\"https:\/\/quantum.ieee.org\/\" class=\"elementor-sub-item\" tabindex=\"-1\">IEEE Quantum Initiative<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/nav>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-710ae265 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"710ae265\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-76e27d8e\" data-id=\"76e27d8e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3a6e794d elementor-widget elementor-widget-template\" data-id=\"3a6e794d\" data-element_type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"page\" data-elementor-id=\"2021\" class=\"elementor elementor-2021\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-83bc350 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"83bc350\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f4589da\" data-id=\"f4589da\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6c15183 elementor-widget elementor-widget-breadcrumbs\" data-id=\"6c15183\" data-element_type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/qce.quantum.ieee.org\/2022\/\">Home<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a501e2 elementor-widget elementor-widget-heading\" data-id=\"8a501e2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tutorials Program<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4e4fe2e4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e4fe2e4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-478f874f\" data-id=\"478f874f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-64b8eb1a elementor-widget elementor-widget-text-editor\" data-id=\"64b8eb1a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><\/p>\n<h3>Tutorials Scope and Goals<\/h3>\n<p>The shortage of skilled labor is one of the quantum computing sector\u2019s greatest challenges. The week-long tutorials program, with tutorials by leading experts, is aimed squarely at workforce development and training considerations. <b>The tutorials are ideally suited to develop quantum champions for industry, academia, government, and build expertise for emerging quantum ecosystems.<\/b> IEEE Quantum Week will cover a broad range of topics in quantum computing and engineering including a lineup of fantastic hands-on tutorials on programming and applications.<\/p>\n<h3>Tutorials Chair and Contact<\/h3>\n<ul>\n<li>Ed Leonard, Northrop Grumman \u2014&nbsp;<a href=\"mailto:edward.m.leonard.jr@gmail.com\">edward.m.leonard.jr@gmail.com<\/a>&nbsp;<\/li>\n<li>Huiyang Zhou, NC State University \u2014&nbsp;<a href=\"mailto:hzhou@ncsu.edu\" target=\"_blank\" rel=\"noopener\">hzhou@ncsu.edu<\/a><\/li>\n<\/ul>\n<h3 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"color: inherit;font-family: inherit;font-size: 1.75rem\">Tutorials Program<\/span><\/h3>\n<p>Each tutorial at IEEE Quantum Week 2022 is 3.0 hours long (i.e., two sessions on the same day of 90 mins).<\/p>\n<p><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-8b25207 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8b25207\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fa52b7d\" data-id=\"fa52b7d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-53d8273 elementor-widget elementor-widget-template\" data-id=\"53d8273\" data-element_type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"page\" data-elementor-id=\"14531\" class=\"elementor elementor-14531\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-594fc4d8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"594fc4d8\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1e825c4c\" data-id=\"1e825c4c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-27ccdb3c elementor-widget elementor-widget-spacer\" data-id=\"27ccdb3c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-405acc8b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"405acc8b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3fe81b1b\" data-id=\"3fe81b1b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-11c0b11d elementor-widget elementor-widget-menu-anchor\" data-id=\"11c0b11d\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"tutorialsoverview\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59d6451 elementor-widget elementor-widget-spacer\" data-id=\"59d6451\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-127b0ebc elementor-widget elementor-widget-text-editor\" data-id=\"127b0ebc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 7px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21a1170c elementor-widget elementor-widget-heading\" data-id=\"21a1170c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">QCE22 Tutorials \u2014 Overview<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-33f728e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"33f728e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7fca56d\" data-id=\"7fca56d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d89e25e elementor-widget elementor-widget-heading\" data-id=\"d89e25e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Sunday, Sep 18<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-2cbf8259 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2cbf8259\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3db3c3\" data-id=\"3db3c3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-64ecd02e elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"64ecd02e\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#carmenalmudever\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT02 \u2014 LibKet: A Cross-Platform Library for Running Quantum Algorithms on NISQ Processors (virtual only)\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#carmenalmudever\" >\n\t\t\t\t\t\t\tTUT02 \u2014 LibKet: A Cross-Platform Library for Running Quantum Algorithms on NISQ Processors (virtual only)\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tCarmen G. Almudever: Technical University of Valencia, Spain<br>\nMatthias M\u00f6ller: Delft University of Technology, The Netherlands\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-405468f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"405468f0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3f9952b4\" data-id=\"3f9952b4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-478021d3 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"478021d3\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#evandro\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT05 \u2014 Introduction to Quantum Programming with Ket (virtual only)\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#evandro\" >\n\t\t\t\t\t\t\tTUT05 \u2014 Introduction to Quantum Programming with Ket (virtual only)\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tEvandro Chagas Ribeiro da Rosa, Quantuloop, Brazil<br>Cl\u00e1udio Lima: Quantuloop, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-1ad0da5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1ad0da5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3f6a784\" data-id=\"3f6a784\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79bbede elementor-widget elementor-widget-heading\" data-id=\"79bbede\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Monday, Sep 19<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6eadff80 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6eadff80\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-40698f57\" data-id=\"40698f57\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4556a3f3 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"4556a3f3\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#pakinrieffel\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT01 \u2014 Introduction to Quantum Computing Part1\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#pakinrieffel\" >\n\t\t\t\t\t\t\tTUT01 \u2014 Introduction to Quantum Computing Part1\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tScott Pakin: Los Alamos National Laboratory (LANL), USA<br>Eleanor G. Rieffel: NASA Ames Research Center, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-3c6da8cf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3c6da8cf\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5837b7b8\" data-id=\"5837b7b8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-703fd0ad elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"703fd0ad\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#xinchuanwu\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT06 \u2014 Intel Quantum SDK: A Platform for Efficient Execution of Variational Algorithms\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#xinchuanwu\" >\n\t\t\t\t\t\t\tTUT06 \u2014 Intel Quantum SDK: A Platform for Efficient Execution of Variational Algorithms\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tXin-Chuan Wu, Intel Corporation, USA<br>Mohannad Ibrahim, NC State University, USA<br>Shavindra Premarante, Intel Corporation, USA<br>Albert Schmitz, Intel Corporation, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-2cec6a32 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2cec6a32\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-28fb968e\" data-id=\"28fb968e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5c5801b3 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"5c5801b3\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#danieljustice\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT08 \u2014 Using the Classiq Platform to Create Sophisticated and Optimized Quantum Circuits from High-level Functional Models\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#danieljustice\" >\n\t\t\t\t\t\t\tTUT08 \u2014 Using the Classiq Platform to Create Sophisticated and Optimized Quantum Circuits from High-level Functional Models\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDaniel Justice: Carnegie Mellon University, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-f3255f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f3255f9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0e33dfa\" data-id=\"0e33dfa\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-03d749f elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"03d749f\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#hanruiwang\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT11 \u2014 TorchQuantum: A Fast Library for Parameterized Quantum Circuits\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#hanruiwang\" >\n\t\t\t\t\t\t\tTUT11 \u2014 TorchQuantum: A Fast Library for Parameterized Quantum Circuits\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tHanrui Wang, MIT, USA<br>Jiaqi Gu, University of Texas at Austin, USA<br>Zirui Li, Shanghai Jiao Tong University, China<br>Zhiding Liang, University of Notre Dame, USA<br>Weiwen Jiang, George Mason University, USA<br>Yiyu Shi, George Mason University, USA<br>David Z. Pan, University of Texas at Austin, USA<br>Yongshan Ding, Yale University, USA<br>Frederic T. Chong, University of Chicago, USA<br>Song Han: MIT, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-45cc99ab elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"45cc99ab\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b9d1bf9\" data-id=\"b9d1bf9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4a63729d elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"4a63729d\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#danielvolya\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT20 \u2014 Quantum Noise Characterization and Mitigation for NISQ Systems\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#danielvolya\" >\n\t\t\t\t\t\t\tTUT20 \u2014 Quantum Noise Characterization and Mitigation for NISQ Systems\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDaniel Volya, Prabhat Mishra: University of Florida, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6dedd30 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6dedd30\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7de7705\" data-id=\"7de7705\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-925c744 elementor-widget elementor-widget-heading\" data-id=\"925c744\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Tuesday, Sep 20<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-71c296e1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"71c296e1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7bae5360\" data-id=\"7bae5360\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-518ee60b elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"518ee60b\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#pakinrieffel\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT01 \u2014 Introduction to Quantum Computing Part2\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#pakinrieffel\" >\n\t\t\t\t\t\t\tTUT01 \u2014 Introduction to Quantum Computing Part2\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tScott Pakin: Los Alamos National Laboratory (LANL), USA<br>Eleanor G. Rieffel: NASA Ames Research Center, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6126b94 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6126b94\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-050ad79\" data-id=\"050ad79\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c75810d elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"c75810d\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#marianabernagozzi\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT10 \u2014 Accelerating Quantum Algorithm Development and Performance with Qiskit Runtime Primitives\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#marianabernagozzi\" >\n\t\t\t\t\t\t\tTUT10 \u2014 Accelerating Quantum Algorithm Development and Performance with Qiskit Runtime Primitives\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMariana Bernagozzi, Tushar Mittal, Renier Morales: IBM Quantum, USA\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-614f89b1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"614f89b1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7782a3b8\" data-id=\"7782a3b8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-34c1f136 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"34c1f136\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#yonatancohen\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT14 \u2014 Real-time Quantum Control via Intuitive Software: Accelerating the Realization of Useful Quantum Computers\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#yonatancohen\" >\n\t\t\t\t\t\t\tTUT14 \u2014 Real-time Quantum Control via Intuitive Software: Accelerating the Realization of Useful Quantum Computers\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tYonatan Cohen, Yoav Romach, Lior Ella: Quantum Machines, Israel\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-504fdd7c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"504fdd7c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-584e128d\" data-id=\"584e128d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-203c3977 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"203c3977\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#elenayndurain\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT17 \u2014 Quantum Computing Chemistry Application for Energy Sector: Hands-on Coding\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#elenayndurain\" >\n\t\t\t\t\t\t\tTUT17 \u2014 Quantum Computing Chemistry Application for Energy Sector: Hands-on Coding\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tJiabao Chen, Karim Essafi, Elena Yndurain: QunaSys, Japan\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-78648aa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"78648aa\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d34e30e\" data-id=\"d34e30e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8a53a28 elementor-widget elementor-widget-heading\" data-id=\"8a53a28\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Wednesday, Sep 21<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-393db379 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"393db379\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3e0dc6e8\" data-id=\"3e0dc6e8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-204841b3 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"204841b3\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#vinodmishra\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT03 \u2014 An Introduction to Quantum Communication and Quantum Internet\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#vinodmishra\" >\n\t\t\t\t\t\t\tTUT03 \u2014 An Introduction to Quantum Communication and Quantum Internet\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tVinod Mishra: US Army Research Lab, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-7f47d416 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f47d416\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-773c1455\" data-id=\"773c1455\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-56b7953f elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"56b7953f\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#jonathanwurtz\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT07 \u2014 Quantum Computing with Neutral Atoms: Introduction and Practice\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#jonathanwurtz\" >\n\t\t\t\t\t\t\tTUT07 \u2014 Quantum Computing with Neutral Atoms: Introduction and Practice\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tJonathan Wurtz, QuEra Computing Inc, USA<br>Alexei Bylinskii, QuEra Computing Inc, USA<br>Corbin McElhanney, QuEra Computing Inc, USA<br>Pedro Lopes, QuEra Computing Inc, USA<br>Lo\u00efc Henriet, Pasqal SAS, France<br>Louis-Paul Henry: Pasqal SAS, France\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-29cf90a7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"29cf90a7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6efc3d5a\" data-id=\"6efc3d5a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-167c0c elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"167c0c\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#pedrorivero\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT09 \u2014 Leveraging Software Prototypes of Advanced Quantum Computing Techniques\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#pedrorivero\" >\n\t\t\t\t\t\t\tTUT09 \u2014 Leveraging Software Prototypes of Advanced Quantum Computing Techniques\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tPedro Rivero, Caleb Johnson, Agata Branczyk, Jim Garrison: IBM Quantum, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-46c7e144 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"46c7e144\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1b021aa1\" data-id=\"1b021aa1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5ad2d28a elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"5ad2d28a\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#martinsuchara\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT12 \u2014 Hybrid Quantum-Classical Algorithms on Amazon Braket\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#martinsuchara\" >\n\t\t\t\t\t\t\tTUT12 \u2014 Hybrid Quantum-Classical Algorithms on Amazon Braket\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMartin Suchara, Michael Brett, Sebastian Hassinger, Juan Moreno, Jordan Sullivan, Tyler Takeshita: Amazon Web Services, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-1e775a6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1e775a6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-56bd0a4\" data-id=\"56bd0a4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-75e5b7f elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"75e5b7f\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#michaelhush\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT13 \u2014 Q-CTRL: Unlock the Potential of Your Quantum Technology\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#michaelhush\" >\n\t\t\t\t\t\t\tTUT13 \u2014 Q-CTRL: Unlock the Potential of Your Quantum Technology\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMichael Hush, Yuval Baum, Tom Stace, Russell Anderson, Andre Carvalho, Leo Andreta de Castro, Anurag Mishra, Michael Biercuk: Q-CTRL, Australia &amp; USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-86a90ec elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"86a90ec\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c4515d3\" data-id=\"c4515d3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5a66d4f elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"5a66d4f\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#medinabandic\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT15 \u2014 Machine Learning for Full-Stack Quantum Computation\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#medinabandic\" >\n\t\t\t\t\t\t\tTUT15 \u2014 Machine Learning for Full-Stack Quantum Computation\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tSebastian Feld, Medina Bandic, Aritra Sarkar, Hans van Someren: Delft University of Technology, The Netherlands\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-18ee7ad elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"18ee7ad\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c05db1a\" data-id=\"c05db1a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bb669b8 elementor-widget elementor-widget-heading\" data-id=\"bb669b8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Thursday, Sep 22<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4309c8a6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4309c8a6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-46314413\" data-id=\"46314413\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2080179 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"2080179\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#danielmills\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT18 \u2014 Developing and Executing Error-mitigated NISQ Algorithms across Devices and Simulators\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#danielmills\" >\n\t\t\t\t\t\t\tTUT18 \u2014 Developing and Executing Error-mitigated NISQ Algorithms across Devices and Simulators\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDaniel Mills, Cristina Cirstoiu: Cambridge Quantum, UK\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-76be2ca4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76be2ca4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1d91dc03\" data-id=\"1d91dc03\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6eb9e591 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"6eb9e591\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#sebastianfeld\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT21 \u2014 A Gym for Training and Benchmarking RL-Based Quantum Compilation\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#sebastianfeld\" >\n\t\t\t\t\t\t\tTUT21 \u2014 A Gym for Training and Benchmarking RL-Based Quantum Compilation\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tSebastian Feld, Delft University of Technology,  The Netherlands<br>Tariq Bontekoe, TNO, The Netherlands<br>Stan van der Linde: TNO, The Netherlands\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-3889a292 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3889a292\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-15386\" data-id=\"15386\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1f71a5f7 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"1f71a5f7\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#rajkumarkettimuthu\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT22 \u2014 SeQUeNCe: A Customizable Discrete Event Simulator of Quantum Networks\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#rajkumarkettimuthu\" >\n\t\t\t\t\t\t\tTUT22 \u2014 SeQUeNCe: A Customizable Discrete Event Simulator of Quantum Networks\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRajkumar Kettimuthu, Alexander Kolar, Joaquin Chung: Argonne National Lab (ANL) &amp; University of Chicago, USA\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4cf845e2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4cf845e2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-40742997\" data-id=\"40742997\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-33804e2c elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"33804e2c\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#williamcunningham\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT25 \u2014 Orchestrating and Managing Quantum Machine Learning Workflows with Covalent\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#williamcunningham\" >\n\t\t\t\t\t\t\tTUT25 \u2014 Orchestrating and Managing Quantum Machine Learning Workflows with Covalent\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWilliam Cunningham, Santosh Radha: Agnostiq, Canada\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-44d4c679 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"44d4c679\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-339fb3b\" data-id=\"339fb3b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-706a6a3b elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"706a6a3b\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#drewvandeth\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT26 \u2014 Qiskit Quantum Error Correction Software Framework\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#drewvandeth\" >\n\t\t\t\t\t\t\tTUT26 \u2014 Qiskit Quantum Error Correction Software Framework\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDrew Vandeth, IBM Quantum - Essex, USA<br>Andrew Cross, IBM Quantum - Yorktown, USA<br>James Wootton: IBM Quantum - Zurich, Switzerland\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-46b0250 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"46b0250\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4e8c948\" data-id=\"4e8c948\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8411c62 elementor-widget elementor-widget-heading\" data-id=\"8411c62\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Friday, Sep 23<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-7df02a36 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7df02a36\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-56297903\" data-id=\"56297903\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-74a31f9d elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"74a31f9d\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#shaolunruan\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT16 \u2014 QuantumFlow+VACSEN: A Visualization System for Quantum Neural Networks on Noisy Quantum Devices\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#shaolunruan\" >\n\t\t\t\t\t\t\tTUT16 \u2014 QuantumFlow+VACSEN: A Visualization System for Quantum Neural Networks on Noisy Quantum Devices\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tShaolun Ruan, Singapore Management University, Singapore<br>Zhepeng Wang, George Mason University, USA<br>Yong Wang, Singapore Management University, Singapore<br>Weiwen Jiang, George Mason University, USA<br>Qiang Guan: Kent State University, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4cb6aed6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4cb6aed6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-39a27d98\" data-id=\"39a27d98\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-282809b6 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"282809b6\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#michealhealy\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT19 \u2014 Running Quantum Error Correction with IBM Quantum Services\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#michealhealy\" >\n\t\t\t\t\t\t\tTUT19 \u2014 Running Quantum Error Correction with IBM Quantum Services\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMicheal Healy, IBM Quantum, USA<br>Thomas Alexander, IBM Quantum, Canada<br>Edward Chen: IBM Quantum, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-3ef4c504 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3ef4c504\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-55cefaa1\" data-id=\"55cefaa1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-39dbf51c elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"39dbf51c\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#ravinaik\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT23 \u2014 Understanding Quantum Computing Benchmarks for Algorithmic Performance and Error Correction\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#ravinaik\" >\n\t\t\t\t\t\t\tTUT23 \u2014 Understanding Quantum Computing Benchmarks for Algorithmic Performance and Error Correction\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRavi K. Naik, Lawrence Berkeley National Laboratory (LBNL), USA<br>Akel Hashim, Lawrence Berkeley National Laboratory (LBNL), USA<br>Timothy Proctor, Sandia National Laboratory, USA<br>Samuele Ferracin: Keysight Technologies Inc, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-75766a82 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75766a82\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2c983615\" data-id=\"2c983615\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-17662597 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"17662597\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#edyounis\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT24 \u2014 Generating Resource Efficient Programs Using Synthesis\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#edyounis\" >\n\t\t\t\t\t\t\tTUT24 \u2014 Generating Resource Efficient Programs Using Synthesis\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tEd Younis, Wim Lavrijsen, Costin Iancu: Lawrence Berkeley National Lab (LBNL), USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-3d5fb21a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3d5fb21a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-692dce14\" data-id=\"692dce14\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-731e525a elementor-widget elementor-widget-menu-anchor\" data-id=\"731e525a\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"pakinrieffel\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7dc0a1cc elementor-widget elementor-widget-spacer\" data-id=\"7dc0a1cc\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-456e26d4 elementor-widget elementor-widget-text-editor\" data-id=\"456e26d4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27f48542 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"27f48542\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT01 \u2014 Introduction to Quantum Computing Parts 1 &amp; 2\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT01 \u2014 Introduction to Quantum Computing Parts 1 &amp; 2\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tScott Pakin: Los Alamos National Laboratory (LANL), USA<br>Eleanor G. Rieffel: NASA Ames Research Center, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f407e8 elementor-widget elementor-widget-text-editor\" data-id=\"8f407e8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-id=\"3da2a4c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div><div><h5><strong><span style=\"color: #333333;font-family: 'Open Sans', sans-serif;font-size: 18px\">Date: <\/span><\/strong><span style=\"color: #333333;font-family: 'Open Sans', sans-serif;font-size: 18px\">Mon, Sep 19, 2022 \u2014 <strong>Part 1<br \/><\/strong><\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/h5><div><div data-id=\"3da2a4c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div><div><h5><span style=\"color: #333333;font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"color: #333333;font-family: 'Open Sans', sans-serif;font-size: 18px\">Tues<\/span><span style=\"color: #333333;font-family: 'Open Sans', sans-serif;font-size: 18px\">, Sep 20, 2022 \u2014 <strong>Part 2<br \/><\/strong><\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/h5><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4aa83e3a elementor-widget elementor-widget-text-editor\" data-id=\"4aa83e3a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\tQuantum computing offers the potential to revolutionize high-performance computing by providing a means to solve certain computational problems asymptotically faster than any classical computer. Relatively recently, quantum computing has advanced from merely a theoretical possibility to engineered reality, including commercial entities offering early prototype quantum processors, both special-purpose quantum annealers and general-purpose gate-model processors. The media have been showcasing each new development and implicitly conveying the message that quantum-computing ubiquity is nigh. Here, we will respond to this hype and provide an overview of the exciting but still early state of the field.\n<br>\nIn this tutorial, we introduce participants to the computational models that give quantum computing its immense computational power. We examine the thought processes that programmers need to map problems both to quantum annealers and gate-model quantum processors. And we discuss hardware and algorithmic challenges that must be overcome before quantum computing becomes a component of every software developer&#8217;s repertoire.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2633bcbe elementor-widget elementor-widget-text-editor\" data-id=\"2633bcbe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Circuit-model,\ngate model,\nquantum annealing,\nquantum algorithms,\nQAOA\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59bc2581 elementor-widget elementor-widget-text-editor\" data-id=\"59bc2581\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">We expect the content level to be distributed as follows:<br \/>80% beginner<br \/>20% intermediate<br \/>0% advanced.\u00a0<br \/>No prior knowledge of quantum computing or quantum mechanics is expected, but the final section of the tutorial goes<br \/>into some technical depth that requires that attendees have understood the preceding sections.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-614c6b99 elementor-widget elementor-widget-text-editor\" data-id=\"614c6b99\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The tutorial targets a broad audience: essentially anyone who\nis curious about quantum computing and wants to learn how it\nworks and what it can and cannot do. Those who know little\nto nothing about quantum computing will benefit more from\nthe tutorial than those who have existing expertise in quantum\nmechanics or who already have had non-trivial exposure to\nquantum computing, but even professionals who have worked\nin the field will likely gain at least some knowledge.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-1753067a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1753067a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7c97d50c\" data-id=\"7c97d50c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2d409b81 elementor-widget elementor-widget-menu-anchor\" data-id=\"2d409b81\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"carmenalmudever\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-319637ce elementor-widget elementor-widget-spacer\" data-id=\"319637ce\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-474d3f5e elementor-widget elementor-widget-text-editor\" data-id=\"474d3f5e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-193d9e36 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"193d9e36\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT02 \u2014 LibKet: A Cross-Platform Library for Running Quantum Algorithms on NISQ Processors (virtual only)\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT02 \u2014 LibKet: A Cross-Platform Library for Running Quantum Algorithms on NISQ Processors (virtual only)\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tCarmen G. Almudever: Technical University of Valencia, Spain<br>\nMatthias M\u00f6ller: Delft University of Technology, The Netherlands\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c4b6dc elementor-widget elementor-widget-text-editor\" data-id=\"6c4b6dc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Sun, Sep 18<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-13:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1086dff elementor-widget elementor-widget-text-editor\" data-id=\"1086dff\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\tQuantum Computing is an emerging compute technology that has the potential to change the way we will be solving computational problems in the future. However, quantum processing units (QPUs) require a fundamental redesign of algorithms to exploit the full potential of quantum mechanical phenomena such as superposition of states and qubit entanglement which enable exponential speed-ups over classical algorithms for certain types of applications. Today&#8217;s noisy and intermediate-scale quantum (NISQ) devices are far from showing their true potential, but nonetheless they enable researchers to gain first-hand experience with this new and exciting computing paradigm.\n<br>\nIn this tutorial, the attendees will learn how to implement quantum algorithms using LibKet (pronounced lib-ket), an open-source software library that facilitates the development of hardware-agnostic quantum kernels and the exploration of their behavior and performance on different QPUs and quantum simulators by means of a unified programming interface in C++.\n<br>\nThe tutorial will start with an introduction to essential concepts of quantum computing like quantum bits and registers, superposition and entanglement, up to quantum gates, circuits and algorithms and a demonstration of how to apply them in practice at the hand of practical code examples in LibKet.\n<br>\nAfterwards, we will consider the more advanced quantum approximate optimization algorithms (QAOA), which belong to the class of variational quantum algorithms (VQA) that combine quantum computing with a classical optimization framework. We will discuss a unified implementation of different QAOA instances for the max-cut and dominating-set problem in LibKet which are part of our recently proposed QPack benchmark. We will discuss their performance on different simulators and real QPUs as an exemplified workflow of quantum-algorithm development.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6decbedb elementor-widget elementor-widget-text-editor\" data-id=\"6decbedb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\nQuantum algorithms, NISQ devices, Quantum-programming library, Quantum approximate optimization algorithms, Quantum linear solver\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15a0778c elementor-widget elementor-widget-text-editor\" data-id=\"15a0778c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The content level is distributed as follows: 20% beginner,\n40% intermediate, 40% advanced.\n<br>\nNo prior knowledge of quantum computing is required, as\nthe first part if this tutorial will introduce the attendees to the\nbasic concepts and we gradually build up knowledge<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7ea66d elementor-widget elementor-widget-text-editor\" data-id=\"b7ea66d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The tutorial targets a broad audience that ranges from\nresearchers and students with engineering, math, computer\nscience or physics background without any knowledge of\nquantum computing and want to get introduced to this emerging\nfield of research and want to know about its (future)\npotential, to experts from academia or industry interested\nin understanding what kind of applications can be accelerated\nwith quantum computing and explore them by running\nquantum algorithms on different quantum hardware\/simulation\nplatforms using LibKet. They will all learn how to express\nquantum algorithms in their quantum circuit form, how to\nprogram and execute them and how to interpret the results.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-3a7ef432 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3a7ef432\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-412e09ae\" data-id=\"412e09ae\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-664e1ed4 elementor-widget elementor-widget-menu-anchor\" data-id=\"664e1ed4\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"vinodmishra\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1535443b elementor-widget elementor-widget-spacer\" data-id=\"1535443b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f2a36b5 elementor-widget elementor-widget-text-editor\" data-id=\"3f2a36b5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e5e626b elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"3e5e626b\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT03 \u2014 An Introduction to Quantum Communication and Quantum Internet\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT03 \u2014 An Introduction to Quantum Communication and Quantum Internet\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tVinod Mishra: US Army Research Lab, USA<br>\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ace6e23 elementor-widget elementor-widget-text-editor\" data-id=\"ace6e23\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Wed, Sep 21<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b474ac elementor-widget elementor-widget-text-editor\" data-id=\"5b474ac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\tThe idea of applying Quantum Mechanics for secure communications is quite old but recently it has become real and even commercial as well. The most widespread application of quantum key distribution (QKD) has been commercialized and is being used in many application domains like banking, defense, etc. Quantum communication (Q-comm) along with quantum computing will revolutionize the future technology base of the society.\n<br>\nIn this tutorial, we will focus on Q-comm and explore the principles of physics behind its operation and also study its fundamental aspects like entanglement and quantum error correction. Examples of its physical realizations will be presented. Finally, we will also describe the current status of the attempts to go beyond point-to-point Q-comm and create a Quantum Internet.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53ad42cf elementor-widget elementor-widget-text-editor\" data-id=\"53ad42cf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\t\nQuantum mechanics,\nQuantum communication,\nQKD,\nQuantum Internet,\nEntanglement<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51c1e322 elementor-widget elementor-widget-text-editor\" data-id=\"51c1e322\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">40% beginner, 40 % intermediate, 20% advanced<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7af0f341 elementor-widget elementor-widget-text-editor\" data-id=\"7af0f341\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The target audience for this course is someone with good background in physics and mathematics at senior undergraduate level. It will also be of benefit to students and professionals particularly in the disciplines of wireless, optical, and satellite communication.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-10a54f4a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"10a54f4a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1c402c55\" data-id=\"1c402c55\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dfc4e54 elementor-widget elementor-widget-menu-anchor\" data-id=\"dfc4e54\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"evandro\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-935ab0d elementor-widget elementor-widget-spacer\" data-id=\"935ab0d\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-331503ac elementor-widget elementor-widget-text-editor\" data-id=\"331503ac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62f64894 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"62f64894\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT05 \u2014 Introduction to Quantum Programming with Ket (virtual only)\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT05 \u2014 Introduction to Quantum Programming with Ket (virtual only)\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tEvandro Chagas Ribeiro da Rosa, Quantuloop, Brazil<br>Cl\u00e1udio Lima: Quantuloop, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9fd2661 elementor-widget elementor-widget-text-editor\" data-id=\"9fd2661\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Sun, Sep 18<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">14:00-17:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17e13b56 elementor-widget elementor-widget-text-editor\" data-id=\"17e13b56\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Using superposition and entanglement, one can develop an application accelerated by a quantum computer to solve some problem faster than a high-performance classical computer ever could. Although quantum computers capable of outperforming classical computers in solving real-world problems are not a reality yet, we expect them to be ready soon. Until then, we can get ready for this future, developing and testing quantum-accelerated solutions now. In this tutorial, we cover from the description of what is a quantum bit to the implementation and execution of quantum algorithms, presenting the basics of quantum computing and how to express them in a quantum program. The objective is to offer a gentle introduction to quantum computing, presenting a new quantum programming language, paving the way for those getting started in the field. We will be hands-on in the quantum programming language Ket, looking into the superposition to better understand the computation process without deepening into the math of quantum mechanics. We will introduce the concepts of quantum superposition, entanglement, quantum gates, and measurement, following a step-by-step evolution of the quantum state while applying quantum operations. In the end, we will present, implement, and execute two well-known quantum algorithms: Grover&#8217;s search algorithm and Shor&#8217;s factoring algorithm.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64ffbdde elementor-widget elementor-widget-text-editor\" data-id=\"64ffbdde\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum Computing, Quantum Programming, Quantum Simulation, Quantum Algorithm, Grover&#8217;s Algorithm, Shor&#8217;s Algorithm, Ket<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4403e34d elementor-widget elementor-widget-text-editor\" data-id=\"4403e34d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The content level of this tutorial is approximate 80%\nbeginner, 20% intermediate, 0% advanced. No prior knowledge\nof quantum mechanics or quantum computing is required.\nThe basics of linear algebra will help understand some of\nthe content, but it is not required. We expect the attendees to\nhave a basic understanding of Python and, optionally, Jupyter\nNotebook.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53895da2 elementor-widget elementor-widget-text-editor\" data-id=\"53895da2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The target audience of this tutorial is students, researchers,\nand enthusiasts that are getting started with quantum computing\nand quantum programming. We will present the tutorial\nfocusing on peculiarities, limitations, and features of the\nquantum computation model and not on the physical realization\nof quantum computers, a more appealing perspective to\nengineers, developers, and computer scientists. The attendees\nwill learn how to program and execute quantum algorithms\nand applications in Ket, preparing them for future research and\ndevelopment of solutions powered by quantum computers.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-aa1ff9c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aa1ff9c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bc99448\" data-id=\"bc99448\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-31f0644 elementor-widget elementor-widget-menu-anchor\" data-id=\"31f0644\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"xinchuanwu\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b843dc6 elementor-widget elementor-widget-spacer\" data-id=\"b843dc6\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74fb9bf elementor-widget elementor-widget-text-editor\" data-id=\"74fb9bf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f497be elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"3f497be\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT06 \u2014 Intel Quantum SDK: A Platform for Efficient Execution of Variational Algorithms\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT06 \u2014 Intel Quantum SDK: A Platform for Efficient Execution of Variational Algorithms\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tXin-Chuan Wu, Intel Corporation, USA<br>Mohannad Ibrahim, NC State University, USA<br>Shavindra Premarante, Intel Corporation, USA<br>Albert Schmitz, Intel Corporation, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e792655 elementor-widget elementor-widget-text-editor\" data-id=\"e792655\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mon, Sep 19<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5a63e1 elementor-widget elementor-widget-text-editor\" data-id=\"d5a63e1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Variational quantum algorithms are a most promising class of quantum computing workloads that demonstrate quantum advantages. In this tutorial, we will introduce the basic concept of quantum computation and the design of variational algorithms. Next, we will present Intel Quantum SDK to perform efficient execution of variational algorithms, and we will explain in detail the full-stack platform design. In addition, we will show how users can program their own quantum variational algorithms through Intel Quantum SDK and submit their jobs through Intel DevCloud. This tutorial will be highly interactive. Participants will get access to Intel Quantum SDK and have hands-on experience in running the example applications. We will also demonstrate how a hybrid quantum-classical program is written, compiled, and executed on the platform.<br \/><\/span><\/h5><div><span style=\"font-family: 'IntelOne Text', sans-serif;color: black;background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">To use the Intel\u00ae Quantum SDK, you will need to create a few Intel accounts prompted by the following links.<\/span><u><\/u><u><\/u><ol style=\"color: #222222;font-family: Arial, Helvetica, sans-serif;font-size: small;background-color: #ffffff;margin-top: 0in\" start=\"1\" type=\"1\"><li class=\"MsoNormal\" style=\"margin-right: 0px;margin-left: 15px;color: black;vertical-align: middle\"><h5><span style=\"font-family: 'IntelOne Text', sans-serif\"><a style=\"color: #1155cc\" href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/forms\/idz\/devcloud-registration.html\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/www.intel.com\/content\/www\/us\/en\/forms\/idz\/devcloud-registration.html&amp;source=gmail&amp;ust=1663016910773000&amp;usg=AOvVaw1DJ_rTn2n_-FJsI1yuLeLJ\"><span style=\"background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">Sign up for Intel\u00ae DevCloud<\/span><\/a><u><\/u><u><\/u><\/span><\/h5><ul style=\"margin-top: 0in\" type=\"circle\"><li class=\"MsoNormal\" style=\"margin-right: 0px;margin-left: 15px;color: black;vertical-align: middle\"><h5><span style=\"font-family: 'IntelOne Text', sans-serif;background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">Wait for and complete the email confirmation step.<\/span><u><\/u><u><\/u><\/h5><\/li><\/ul><\/li><li class=\"MsoNormal\" style=\"margin-right: 0px;margin-left: 15px;color: black;vertical-align: middle\"><h5><span style=\"font-family: 'IntelOne Text', sans-serif\"><a style=\"color: #1155cc\" href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/forms\/support-community-user-registration.html\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/www.intel.com\/content\/www\/us\/en\/forms\/support-community-user-registration.html&amp;source=gmail&amp;ust=1663016910773000&amp;usg=AOvVaw3Q1yWYhdtiKJGDvAgzi9BZ\"><b><span style=\"background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">Register at Intel\u00ae Communities<\/span><\/b><\/a><span style=\"background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">\u00a0or use your Intel credentials to log in,<\/span><u><\/u><u><\/u><\/span><\/h5><ul style=\"margin-top: 0in\" type=\"circle\"><li class=\"MsoNormal\" style=\"margin-right: 0px;margin-left: 15px;color: black;vertical-align: middle\"><h5><span style=\"font-family: 'IntelOne Text', sans-serif;background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">Be sure to set a Display Name by visiting\u00a0<\/span><span style=\"font-family: 'IntelOne Text', sans-serif\"><a style=\"color: #1155cc\" href=\"https:\/\/community.intel.com\/t5\/Intel-Quantum-SDK\/gh-p\/intel-quantum-sdk\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/community.intel.com\/t5\/Intel-Quantum-SDK\/gh-p\/intel-quantum-sdk&amp;source=gmail&amp;ust=1663016910773000&amp;usg=AOvVaw1Mb08HikPXlFXS4rDZcxTf\"><b><span style=\"background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">Intel Communities<\/span><\/b><\/a><span style=\"background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">.<\/span><u><\/u><u><\/u><\/span><\/h5><\/li><\/ul><\/li><li class=\"MsoNormal\" style=\"margin-right: 0px;margin-left: 15px;color: black;vertical-align: middle\"><h5><span style=\"font-family: 'IntelOne Text', sans-serif;background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">Complete this\u00a0<\/span><span style=\"font-family: 'IntelOne Text', sans-serif\"><a style=\"color: #1155cc\" href=\"https:\/\/bit.ly\/quantumSDK\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/bit.ly\/quantumSDK&amp;source=gmail&amp;ust=1663016910773000&amp;usg=AOvVaw3FrU68R5RxlNeNCcFUH-C7\"><b><span style=\"background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">SDK registration form<\/span><\/b><\/a><span style=\"background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">\u00a0to gain access to the SDK.<\/span><u><\/u><u><\/u><\/span><\/h5><ul style=\"margin-top: 0in\" type=\"circle\"><li class=\"MsoNormal\" style=\"margin-right: 0px;margin-left: 15px;color: black;vertical-align: middle\"><h5><span style=\"font-family: 'IntelOne Text', sans-serif;background-image: initial;background-position: initial;background-size: initial;background-attachment: initial\">When your access is confirmed, you&#8217;ll receive an email notice and a message through Communities.<\/span><\/h5><\/li><\/ul><\/li><\/ol><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a4df2b elementor-widget elementor-widget-text-editor\" data-id=\"6a4df2b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\t\nIntel Quantum SDK, Quantum Computing, LLVM-Based Quantum Compiler, Variational Quantum Algorithms, Quantum Runtime,NISQ,VQE\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a2b806 elementor-widget elementor-widget-text-editor\" data-id=\"8a2b806\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">No particular background knowledge of quantum computing\nis required. In the first session the fundamental concepts of\nquantum computing are introduced to the participants and the\nfollowing session of the tutorial explains how to use the tool\nto write your own program. However, a basic understanding of\nprogramming languages in C++ is of advantage. The content\nwill be distributed approximately 60% beginner and 40%\nintermediate.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2553a38 elementor-widget elementor-widget-text-editor\" data-id=\"2553a38\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial is targeted for general quantum computing\nengineers\/researchers\/students who are interested in quantumclassical\napplications. We will have hands-on exercises to\ndemonstrate variational algorithms on the platform step-bystep.\nSince the platform introduced in this tutorial leverages\nC++ to describe quantum circuits, participants are expected to\nbe familiar with standard C++ programming.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-c9eee43 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c9eee43\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-23b3916\" data-id=\"23b3916\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eb08300 elementor-widget elementor-widget-menu-anchor\" data-id=\"eb08300\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"jonathanwurtz\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d79cf03 elementor-widget elementor-widget-spacer\" data-id=\"d79cf03\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d79d95d elementor-widget elementor-widget-text-editor\" data-id=\"d79d95d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40075e8 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"40075e8\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT07 \u2014 Quantum Computing with Neutral Atoms: Introduction and Practice\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT07 \u2014 Quantum Computing with Neutral Atoms: Introduction and Practice\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tJonathan Wurtz, QuEra Computing Inc, USA<br>Alexei Bylinskii, QuEra Computing Inc, USA<br>Corbin McElhanney, QuEra Computing Inc, USA<br>Pedro Lopes, QuEra Computing Inc, USA<br>Lo\u00efc Henriet, Pasqal SAS, France<br>Louis-Paul Henry: Pasqal SAS, France\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35e6794 elementor-widget elementor-widget-text-editor\" data-id=\"35e6794\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Wed, Sep 21<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">13:00-16:45 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-142edec elementor-widget elementor-widget-text-editor\" data-id=\"142edec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">As new platforms for quantum computing advance, new computational paradigms and algorithmic strategies are introduced. In this tutorial, we will explore the peculiarities and hardware-efficient algorithms of the upcoming neutral atom quantum computing platform. We will explore the fundamental concepts by which these platforms work and focus on the problems most efficiently solved with them: quantum simulation and optimization. Participants will learn strategies to extract quantum Hamiltonian ground states adiabatically and variationally, how to leverage the laws of quantum mechanics to sample the Hilbert space for machine learning applications, and explore the advantages of smooth evolution in quantum simulators versus digital Trotterization. This tutorial is co-developed by experts in theory, computer science, hardware, and education from two of the world\u2019s leading quantum computing companies focused on neutral-atom architectures.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2b98f0 elementor-widget elementor-widget-text-editor\" data-id=\"a2b98f0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Neutral Atoms, Rydberg,\nOptimization,\nQuantum machine learning,\nQuantum simulation\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-122e294 elementor-widget elementor-widget-text-editor\" data-id=\"122e294\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Beginner to intermediate.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff1d609 elementor-widget elementor-widget-text-editor\" data-id=\"ff1d609\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Topics will be introduced from the scratch, but participants will\nappreciate the presentation the most if their previous\nbackground includes:\n<ul>\n<li>Elementary notions of quantum physics, e.g., what is\na Hamiltonian.<\/li>\n<li>Notions of Hilbert spaces and the linear algebra\ninvolved in their manipulation, including state\nevolution and eigenspectra.<\/li>\n<li>Basic concepts in combinatorial optimization and\ngraph theory.<\/li>\n<\/Ul>\nAn audience of practitioners both from industry and academia\nis what we have in mind for this tutorial. These practitioners\nwill learn we the basic functionalities of neutral-atom platforms\nand to criticize some of their strengths and weaknesses.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-aae52f5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aae52f5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-969b8e0\" data-id=\"969b8e0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d7290bd elementor-widget elementor-widget-menu-anchor\" data-id=\"d7290bd\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"danieljustice\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8a6c71 elementor-widget elementor-widget-spacer\" data-id=\"f8a6c71\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c35f29d elementor-widget elementor-widget-text-editor\" data-id=\"c35f29d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9eabe74 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"9eabe74\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT08 \u2014 Using the Classiq Platform to Create Sophisticated and Optimized Quantum Circuits from High-level Functional Models\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT08 \u2014 Using the Classiq Platform to Create Sophisticated and Optimized Quantum Circuits from High-level Functional Models\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDaniel Justice: Carnegie Mellon University, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5624241 elementor-widget elementor-widget-text-editor\" data-id=\"5624241\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mon, Sep 19<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">13:00-16:45 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec7ef04 elementor-widget elementor-widget-text-editor\" data-id=\"ec7ef04\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">As quantum computers with a larger number of qubits become available, it is becoming increasingly difficult to create, maintain, debug and optimize quantum software for these larger machines. The process of manually specifying the connection between qubits and gates, or cobbling together pre-written quantum blocks, worked well for 5 or 15 qubits, but won&#8217;t be effective for 100, 1000 qubits, or more.\n\nJust like classical programming has evolved from assembly language to C, from raw HTML to higher-level tools, a similar progression is required for quantum programming and algorithm design.\n\nHigh-level functional models offer a new approach. Software engineers and quantum algorithm designers specify the desired functionality of the circuit as well as the desired constraints. The software then explores a huge design space to look for valid solutions that match the functionality and meets the constraints and generates an optimized, hardware-aware circuit that can run on any gate-based universal quantum computer.\n\nParticipants in this tutorial will learn and practice this new approach: the synthesis of optimized and hardware-aware quantum circuits from high-level functional models. We will cover key functional and algorithmic blocks, learn how to combine them into powerful software, learn how to express hardware constraints, and how to optimize circuits to the desired characteristics such as depth, number of qubits, accuracy, and more. We will create both pure quantum as well as hybrid classical\/quantum algorithms.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93a2965 elementor-widget elementor-widget-text-editor\" data-id=\"93a2965\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum computing,\nQuantum algorithms,\nCircuit synthesis,\nCircuit optimization,\nHardware-aware programming,\nScalable algorithms,\nFunctional programming,\nQuantum algorithm design\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c09fb9 elementor-widget elementor-widget-text-editor\" data-id=\"9c09fb9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The expected background and prerequisites of the tutorial\nattendees \u2014 practitioners and researchers; describe what the target audience;\nwhat will they learn;\nThe attendees are expected to be familiar with basic gate-level design tools (such as\nQiskit) and with the operating concept of the quantum computing algorithms (e.g.\nGrover, VQE, QAOA). Both practitioners and researchers will learn:\n&#8211; How to express quantum circuits and algorithms using functional level models\n&#8211; How to synthesize hardware-aware circuits from these models\n&#8211; How to analyze and revise these circuits\n&#8211; How to execute them on a variety of hardware platforms\n&#8211; How to create custom building blocks that can be added to the synthesis engine <\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-d579be0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d579be0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-07dd186\" data-id=\"07dd186\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a020f0e elementor-widget elementor-widget-menu-anchor\" data-id=\"a020f0e\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"pedrorivero\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5306a0 elementor-widget elementor-widget-spacer\" data-id=\"a5306a0\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6fc6be elementor-widget elementor-widget-text-editor\" data-id=\"f6fc6be\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1cbc9c elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"b1cbc9c\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT09 \u2014 Leveraging Software Prototypes of Advanced Quantum Computing Techniques\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT09 \u2014 Leveraging Software Prototypes of Advanced Quantum Computing Techniques\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tPedro Rivero, Caleb Johnson, Agata Branczyk, Jim Garrison: IBM Quantum, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0108fe elementor-widget elementor-widget-text-editor\" data-id=\"b0108fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Wed, Sep 21<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">13:00-16:45 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35fb826 elementor-widget elementor-widget-text-editor\" data-id=\"35fb826\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">It can take a long time for new quantum computing techniques to make their way from original research to applicable software integrated into a stack. This is why we are building software prototypes \u2013 a collaboration between researchers and developers at IBM Quantum to convert cutting-edge research into reusable software packages for applications like chemistry and machine learning. To help users get access to the software faster, we&#8217;re making these packages available earlier in the development cycle and gathering feedback to help inform the longer-term design and development. In this tutorial, we will introduce attendees to the first two launched prototypes, entanglement forging for physical and chemical simulation with reduced qubit resources and quantum kernel training for machine learning applications, as well as preview new prototypes. We will show how to install each prototype, how to get the most out of the documentation, and how to set up and solve example problems in areas like chemistry and machine learning. We will also share opportunities to engage with the developers and other users throughout the prototype development cycle. Attendees should leave with a basic understanding of the core research concepts behind each prototype as well as how to get started applying the new techniques to their own work, and how to contribute to the codebase.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba1bea7 elementor-widget elementor-widget-text-editor\" data-id=\"ba1bea7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\t\nQuantum machine learning,\nVariational quantum eigensolver,\nQiskit,\nChemistry,\nQuantum computing,\nQuantum software\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bf5014 elementor-widget elementor-widget-text-editor\" data-id=\"2bf5014\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">20% beginner, 60% intermediate, 20% advanced.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ecbfbaf elementor-widget elementor-widget-text-editor\" data-id=\"ecbfbaf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><br><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Attendees will need:\n<ul>\n<li>Basic Python knowledge<\/li>\n<li>Basic linear algebra<\/li>\n<li>Basic knowledge of quantum circuit concepts\n(e.g. state preparation, gates, measurement)<\/li>\n<\/ul>\nAttendees will learn:\n<ul>\n<li>Basic Qiskit API (i.e. quantum circuits and\nvisualization tools).<\/li>\n<li>To download and install quantum prototypes.<\/li>\n<li>To use and develop new software tools using\nQiskit and quantum prototypes.<\/li>\n<li>To contribute to the quantum prototypes stack.<\/li><\/ul><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-b067eab elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b067eab\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5d19351\" data-id=\"5d19351\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0fd7d5c elementor-widget elementor-widget-menu-anchor\" data-id=\"0fd7d5c\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"marianabernagozzi\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a29cef elementor-widget elementor-widget-spacer\" data-id=\"2a29cef\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf6ffbd elementor-widget elementor-widget-text-editor\" data-id=\"cf6ffbd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab3e209 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"ab3e209\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT10 \u2014 Accelerating Quantum Algorithm Development and Performance with Qiskit Runtime Primitives\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT10 \u2014 Accelerating Quantum Algorithm Development and Performance with Qiskit Runtime Primitives\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMariana Bernagozzi, Tushar Mittal, Renier Morales: IBM Quantum, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b006a9 elementor-widget elementor-widget-text-editor\" data-id=\"2b006a9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Tue, Sep 20<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">13:00-16:45 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae13665 elementor-widget elementor-widget-text-editor\" data-id=\"ae13665\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">As larger quantum systems become available, the need to be able to execute more complex quantum workloads has become more pressing. The need to run algorithms that combine classical and quantum computation in the same execution cycle is driving new requirements for both what is needed to program quantum systems and the context in which results are interpreted. In this tutorial, we will introduce users to Qiskit Runtime primitives, a new programming model, powered by a set of foundational functions, that enable a user to more seamlessly define and tailor quantum-classical workloads across the respective resources. We will show users how to build and optimize algorithms in this programming model in order to optimize their execution for speed and solution quality on today&#8217;s quantum systems using IBM&#8217;s Qiskit Runtime Service. Additionally, we will also show users how to experiment with trading off speed and accuracy using convenient inputs in this programming model that allows you to seamlessly leverage the latest error mitigation techniques on IBM systems.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-04be950 elementor-widget elementor-widget-text-editor\" data-id=\"04be950\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Qiskit runtime,\nQuantum Development Kit,\nquantum algorithms,\nApplications\nquantum-classical programming\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7579c1b elementor-widget elementor-widget-text-editor\" data-id=\"7579c1b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">60% beginner and 40% intermediate.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-623f382 elementor-widget elementor-widget-text-editor\" data-id=\"623f382\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial targets developers and researchers who want to leverage quantum computing in their respective fields and are\ninterested in learning how to execute quantum algorithms using Qiskit Runtime.\nWe expect the typical attendee to have had exposure to programming in Python and some basic knowledge about Quantum\nComputing. Some familiarity with Qiskit would also help. Prior to attending the tutorial session, participants are expected to\nhave both Python and Qiskit installed.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-c6b474a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c6b474a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2c8d070\" data-id=\"2c8d070\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0b321fc elementor-widget elementor-widget-menu-anchor\" data-id=\"0b321fc\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"hanruiwang\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5bed0ef elementor-widget elementor-widget-spacer\" data-id=\"5bed0ef\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29fa54f elementor-widget elementor-widget-text-editor\" data-id=\"29fa54f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2b1430 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"f2b1430\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT11 \u2014 TorchQuantum: A Fast Library for Parameterized Quantum Circuits\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT11 \u2014 TorchQuantum: A Fast Library for Parameterized Quantum Circuits\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tHanrui Wang, MIT, USA<br>Jiaqi Gu, University of Texas at Austin, USA<br>Zirui Li, Shanghai Jiao Tong University, China<br>Zhiding Liang, University of Notre Dame, USA<br>Weiwen Jiang, George Mason University, USA<br>Yiyu Shi, George Mason University, USA<br>David Z. Pan, University of Texas at Austin, USA<br>Yongshan Ding, Yale University, USA<br>Frederic T. Chong, University of Chicago, USA<br>Song Han: MIT, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4152c53 elementor-widget elementor-widget-text-editor\" data-id=\"4152c53\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mon, Sep 19<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-386aed1 elementor-widget elementor-widget-text-editor\" data-id=\"386aed1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\tParameterized Quantum Circuits (PQC) have attracted much research attention because of their potential to achieve quantum advantages on the current Noisy-Intermediate Scale Quantum (NISQ) computers. Quantum Neural Networks (QNN) for Quantum Machine Learning (QML) and Variational Quantum Eigensolver (PQC) for molecular dynamics are popular PQC examples. However, there are three challenges for current PQC research. Firstly, the library infrastructure for exploring PQC research is not fast and convenient enough, hindering the development of new techniques for PQC. Secondly, the quantum noise can severely degrade the PQC reliability. Thirdly, the design space for PQC circuit architecture (ansatz) is huge, and it is difficult to find a good one efficiently. The TorchQuantum library and the QuantumNAS framework, published in the 28th IEEE International Symposium on High-Performance Computer Architecture (HPCA-28) this year, provide solutions to the three challenges. In this tutorial, we will first introduce the usage of the TorchQuantum library, a general framework for PQC search, construction, training and deployment. All the operations for PQC circuit simulation are implemented with the PyTorch native operators to leverage the supports for GPU acceleration and automatic gradient computations to achieve fast PQC parameter training. We will introduce basic examples on how to construct and train QNN to perform image classification tasks and VQE circuit to estimate the ground state energy of molecules. Secondly, we will introduce the QuantumNAS framework to search for the most noise-robust circuit architecture efficiently. The search is performed with real hardware feedback in the loop to find the circuit most resilient to noise. Finally, for highly scalable training of PQC, we will introduce how to train PQC on real quantum devices with the parameter shift rule.\n<br>\nFor each section, we will provide hands-on experience in implementing PQC and running on real quantum machines. We will also discuss the existing difficulties, and show our perspective of PQC, especially QML in the NISQ era. All attendees will leave with code examples that they can leverage as the backbone implementation of their own research.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1817a8c elementor-widget elementor-widget-text-editor\" data-id=\"1817a8c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\t\nParameterized Quantum Circuits,\nQuantum Machine Learning,\nNeural Networks,\nQuantum Circuits,\nCo-Design Optimization,\nHands-On Programming\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-beb5d53 elementor-widget elementor-widget-text-editor\" data-id=\"beb5d53\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The content of this tutorial is aimed at 40% beginner and\n60% intermediate level attendees, but the materials should\nbe interesting and useful even for advanced level attendees.\nWe expect the typical attendee to be a beginner in quantum\ncomputing or machine learning and be familiar with Python.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cac648d elementor-widget elementor-widget-text-editor\" data-id=\"cac648d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial aims to get researchers familiar with the\nTorchQuantum library for quantum circuit research and the\nQuantumNAS technique for quantum noise mitigation. It is\nappropriate for both the computer scientists or hobbyists\nwith interests in applying their machine learning models to\nquantum computing and the quantum computing hobbyists\nwith the interests in quantum machine learning and molecular\ndynamics.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-868f06d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"868f06d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-83f8235\" data-id=\"83f8235\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f34cfde elementor-widget elementor-widget-menu-anchor\" data-id=\"f34cfde\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"martinsuchara\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4780c26 elementor-widget elementor-widget-spacer\" data-id=\"4780c26\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f214fe8 elementor-widget elementor-widget-text-editor\" data-id=\"f214fe8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1de6435 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"1de6435\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT12 \u2014 Hybrid Quantum-Classical Algorithms on Amazon Braket\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT12 \u2014 Hybrid Quantum-Classical Algorithms on Amazon Braket\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMartin Suchara, Michael Brett, Sebastian Hassinger, Juan Moreno, Jordan Sullivan, Tyler Takeshita: Amazon Web Services, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc9c74a elementor-widget elementor-widget-text-editor\" data-id=\"bc9c74a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Wed, Sep 21<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cbdab3 elementor-widget elementor-widget-text-editor\" data-id=\"3cbdab3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Many of the most promising quantum algorithms are hybrid quantum-classical solutions that combine the use of a quantum processor and a classical processor to arrive at a solution. Quantum circuits are parameterized, initialized with some values, and then run on the quantum processor. These parameters are then adjusted by performing a classical calculation that depends on the result of the quantum computation. Examples of such hybrid algorithms include the Quantum Approximate Optimization Algorithm (QAOA) and the Variational Quantum Eigensolver (VQE), algorithms that have important uses in performing quantum chemistry calculations and solving optimization problems on quantum computers. Hybrid algorithms rely on rapid iterative computations of the quantum and classical processors, typically requiring sharing data between the quantum and classical computer hundreds or thousands of times. This tutorial will teach the audience how to use Amazon\u2019s Braket Hybrid Jobs capability to automate this task and reduce the overall execution time. Amazon Braket Hybrid Jobs simplifies the process of setting up, monitoring, and efficiently executing hybrid quantum-classical algorithms. In the hands-on part of the tutorial, participants will set up their Braket Notebooks, run quantum circuits on quantum devices, and learn how to use the hybrid jobs feature. All attendees will leave with code examples that they can use as a foundation for their own projects.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c992f89 elementor-widget elementor-widget-text-editor\" data-id=\"c992f89\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\t\nQuantum Computing,\nHybrid Quantum Algorithms,\nQuantum-Classical Algorithms,\nAmazon Braket,\nHands-On Programming\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe835e1 elementor-widget elementor-widget-text-editor\" data-id=\"fe835e1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">30% beginner, 50% intermediate, 20% advanced.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22034a2 elementor-widget elementor-widget-text-editor\" data-id=\"22034a2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial is structured to appeal to diverse audiences that include researchers in\nquantum computing, attendees from industry, as well as students and general audience. The minimum requirements\nfor attendees are an elementary knowledge of a modern programming language (such as Python), and familiarity\nwith the basic concepts of quantum computing (quantum gates, quantum circuits, qubit measurement). The\naudience will learn how to run quantum circuits on quantum computers and simulators in the cloud using the\nAmazon Braket service, understand the uses of hybrid quantum-classical algorithms, and experiment with the Hybrid\nJobs feature to efficiently execute hybrid quantum-classical algorithms.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-bd6e997 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bd6e997\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f767112\" data-id=\"f767112\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3b91b2e elementor-widget elementor-widget-menu-anchor\" data-id=\"3b91b2e\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"michaelhush\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13c0f3b elementor-widget elementor-widget-spacer\" data-id=\"13c0f3b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b42bec elementor-widget elementor-widget-text-editor\" data-id=\"4b42bec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d6621a elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"8d6621a\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT13 \u2014 Q-CTRL: Unlock the Potential of Your Quantum Technology\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT13 \u2014 Q-CTRL: Unlock the Potential of Your Quantum Technology\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMichael Hush, Yuval Baum, Tom Stace, Russell Anderson, Andre Carvalho, Leo Andreta de Castro, Anurag Mishra, Michael Biercuk: Q-CTRL, Australia &amp; USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d7829b elementor-widget elementor-widget-text-editor\" data-id=\"9d7829b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Wed, Sep 21<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7692627 elementor-widget elementor-widget-text-editor\" data-id=\"7692627\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract:&nbsp;<\/span><\/h5><h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\nQuantum technologies promise to change our world, boosting our ability to solve optimization and search problems through quantum computing, or improve our ability to navigate and map the world around us through quantum sensing. Quantum control will enable these technologies. Through this tutorial you will learn the foundations of optimal, robust and learning control. Then learn how to apply these control techniques to real problems through coding examples. Optimal control allows you to determine the best parameter values to operate your experiment. Robust control allows you to develop control pulses that mitigate the effects of noise and imperfections in your device. Learning control automatically determines the best control to use through machine-learning agents that learn directly from the experiment itself. The concepts that form the foundation of these controls will be taught through interactive visualizations and tasks delivered through the Black Opal learning platform. After building the foundations, we will work through coding challenges to implement these control techniques using the python package Boulder Opal. Demonstrations of these control techniques completed by Q-CTRL will be presented, Including: Improving the performance of cold-atom interferometry by 100x using robust control pulses. Boosting the performance of superconducting quantum computers by 9000 x using Fire Opal \u2014 a full stack quantum control solution. After completing this tutorial you will be able to: Identify the appropriate quantum control technique to use. Rapidly find quantum control solutions using Boulder Opal. Deploy these controls on real experiments, with automated calibration techniques that will perform.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-05e591d elementor-widget elementor-widget-text-editor\" data-id=\"05e591d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum, control, computing, sensing, robust,\u00a0optimal, learning\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f760350 elementor-widget elementor-widget-text-editor\" data-id=\"f760350\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Approximate 30% beginner, 50% intermediate, 20% advanced.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6685a12 elementor-widget elementor-widget-text-editor\" data-id=\"6685a12\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The target audience is PhD candidates and post doctoral fellows who are doing research into new quantum technologies<br \/>or professional engineers looking to improve the performance of their quantum devices. No prior knowledge of quantum control is required. An understanding of the basics of quantum mechanics is needed for the introductory materials. The latter quantum control exercises are completed in the programming language python, and require a basic understanding of python. The attendees will learn: the basic concepts of quantum control through interactive exercises in Black Opal, how to solve quantum control problems in python using Boulder Opal and how to deploy quantum control solutions on real quantum hardware. The software packages Black Opal and Boulder Opal, both from Q-CTRL, will be made available to the attendees of the tutorials. Both platforms have free options available that will ensure the attendees can all continue to complete content from the tutorial after the conference.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-194ec58 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"194ec58\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9e6b104\" data-id=\"9e6b104\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2897575 elementor-widget elementor-widget-menu-anchor\" data-id=\"2897575\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"yonatancohen\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40e5d5e elementor-widget elementor-widget-spacer\" data-id=\"40e5d5e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e48a20 elementor-widget elementor-widget-text-editor\" data-id=\"6e48a20\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e5f82a elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"7e5f82a\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT14 \u2014 Real-time Quantum Control via Intuitive Software: Accelerating the Realization of Useful Quantum Computers\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT14 \u2014 Real-time Quantum Control via Intuitive Software: Accelerating the Realization of Useful Quantum Computers\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tYonatan Cohen, Yoav Romach, Lior Ella: Quantum Machines, Israel\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19ea401 elementor-widget elementor-widget-text-editor\" data-id=\"19ea401\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Tues, Sep 20<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5116e86 elementor-widget elementor-widget-text-editor\" data-id=\"5116e86\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">While quantum computers have the potential to solve important problems beyond the reach of any classical technology, error rates pose a great challenge towards the realization of a practical machine.\nIn this workshop, we focus on the classical control stack, the enabler for mitigating these error sources in building a practical quantum computer. We demonstrate how it is implemented on QM\u2019s Quantum Orchestration Platform (QOP), where real-time control sequences are intuitively programmed in software, to dramatically improve productivity and unlock the potential of current and future quantum devices.\n\nWe will discuss the race for quantum advantage in the NISQ era, as well as how to easily program complicated quantum error correction (QEC) protocols from software. We will expand on how we can leverage classical control systems for error mitigation, with sophisticated feedback, and to simplify correction and calibration procedures, with real-time processing. We will discuss novel adaptive error syndrome measurements, repeat-until-success protocols, and we will see how both classical and quantum feedbacks are used with neutral atoms for error correction and mitigation.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8744e59 elementor-widget elementor-widget-text-editor\" data-id=\"8744e59\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\nQuantum computing,\nquantum control,\nhybrid quantum-classical,\nquantum software\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec51f47 elementor-widget elementor-widget-text-editor\" data-id=\"ec51f47\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">20% Beginner, 50% Intermediate, 30% Advanced.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd97776 elementor-widget elementor-widget-text-editor\" data-id=\"dd97776\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">We expect researchers and experimentalists specifically to appreciate the workshop. No specific<br \/>background is required, even if we assume a basic understanding of the vision of the quantum computing field and its<br \/>current limitation.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-b5b9b67 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b5b9b67\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-740611e\" data-id=\"740611e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd963e1 elementor-widget elementor-widget-menu-anchor\" data-id=\"cd963e1\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"medinabandic\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a598843 elementor-widget elementor-widget-spacer\" data-id=\"a598843\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbd3936 elementor-widget elementor-widget-text-editor\" data-id=\"dbd3936\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de3a234 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"de3a234\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT15 \u2014 Machine Learning for Full-Stack Quantum Computation\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT15 \u2014 Machine Learning for Full-Stack Quantum Computation\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tSebastian Feld, Medina Bandic, Aritra Sarkar, Hans van Someren: Delft University of Technology, The Netherlands\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0e299e elementor-widget elementor-widget-text-editor\" data-id=\"f0e299e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Wed, Sep 21<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">13:00-16:45 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f6fe06 elementor-widget elementor-widget-text-editor\" data-id=\"1f6fe06\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\tThere are two different ways to combine the respective strengths of quantum computing and machine learning. On the one hand, the unique capabilities of quantum computation can be used to enhance existing and develop novel machine learning techniques (QC4ML). On the other hand, one can utilize state-of-the-art machine learning approaches to support the development of quantum computing hardware and software (ML4QC). This tutorial focuses on the latter.\n<br>\nA quantum computer should not be seen as a black box, but rather as a realization of a special computer architecture including several layers. At the lowest level, n-qubit registers are developed using different integration technologies. Those are driven by means of analog control and read-out electronics. Based on these two hardware layers, several software layers follow. With strong reference to the quantum technology incorporated, quantum execution and error correction are carried out, followed by a generalization using quantum instruction set architecture. The compiler and runtime layer pursue multiple tasks such as decomposing, optimizing, mapping, and scheduling given circuits. Finally, there is the top layer of quantum algorithms, in which relevant applications for solving complex problems are addressed.\n<br>\nIn this tutorial, we will give an overview of current challenges and goals of machine learning-based activities related to the different layers of a full-stack quantum computer. Examples of topics covered are: quantum circuit characterization and clustering; quantum circuit transformation and optimization; quantum error correction; quantum circuit mapping and scheduling; hybrid and distributed quantum computation.\n<br>\nThe tutorial will have both a strong theoretical and practical part. These will be interwoven as follows: first, the corresponding investigated layer of the quantum computer stack will be explained, whereas challenges are interactively motivated by means of smaller examples (i.e., a kind of mini-lecture with exercises). Afterwards, current scientific work in this particular domain is presented and explained (i.e., in a review article manner). However, the aim here is not to elaborate on the smallest details, but rather to convey state-of-the-art open questions and solution approaches. The tutorial will end with an embedding of the individual insights in an overall context that helps to describe future work in the field of machine learning for quantum computation.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-82dd46d elementor-widget elementor-widget-text-editor\" data-id=\"82dd46d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum Machine Learning, Machine Learning for Quantum, Full-Stack Quantum Computation<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5409159 elementor-widget elementor-widget-text-editor\" data-id=\"5409159\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The tutorial aims to be as self-contained as possible. For\nthis reason, no particular background knowledge of quantum\ncomputation or machine learning is required. Each of the\naddressed topics will be motivated by small, interactive examples,\nfollowed by an explanation of the necessary basic\nconcepts. Based on this knowledge, the respective current\nscientific work is presented and explained to the participants.\nHowever, a basic understanding of computer science is of\nadvantage.\nThe content will be distributed roughly as follows: 30%\nbeginner, 50% intermediate, 20% advanced.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed5e627 elementor-widget elementor-widget-text-editor\" data-id=\"ed5e627\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The self-contained tutorial is intended to serve a broad\naudience. We basically address everyone who is interested in\nimproving the development of a full-stack quantum computer\nand who would like to experience a well-prepared introduction\nto this topic. This includes researchers and students from the\nfields of electrical and computer engineering, computer science,\napplied physics and other domains, with or without prior experience in quantum computation and machine learning.\nWe would also like to bring interested practitioners from the industry closer to this emerging field of research. Any kind\nof improvement of quantum computing (system) software can help increasing the potential usability of a quantum computer\nin the company concerned.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-98afeb7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"98afeb7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7dfefda\" data-id=\"7dfefda\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-db41927 elementor-widget elementor-widget-menu-anchor\" data-id=\"db41927\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"shaolunruan\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9dd783 elementor-widget elementor-widget-spacer\" data-id=\"b9dd783\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6548ce0 elementor-widget elementor-widget-text-editor\" data-id=\"6548ce0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-867708b elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"867708b\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT16 \u2014 QuantumFlow+VACSEN: A Visualization System for Quantum Neural Networks on Noisy Quantum Devices\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT16 \u2014 QuantumFlow+VACSEN: A Visualization System for Quantum Neural Networks on Noisy Quantum Devices\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tShaolun Ruan, Singapore Management University, Singapore<br>Zhepeng Wang, George Mason University, USA<br>Yong Wang, Singapore Management University, Singapore<br>Weiwen Jiang, George Mason University, USA<br>Qiang Guan: Kent State University, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-922f12e elementor-widget elementor-widget-text-editor\" data-id=\"922f12e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Fri, Sep 23<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61a750e elementor-widget elementor-widget-text-editor\" data-id=\"61a750e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">As one of the most popular machine learning algorithms, neural networks have been applied in a wide variety of applications, such as autonomous vehicles, simultaneous translation, and diagnostic medical imaging. With the increasing requirement on analyzing the large-scale data (e.g., 10^8 pixels for one 3D-CT medical image), neural networks encounter both memory-wall and compute-bound on classical computers. With the extremely high parallelism in representing and processing information, Quantum Computing is promising to address these limitations. But, how to make full use of the powerful quantum computers to accelerate neural networks is still unclear. QuantumFlow, published at Nature Communications this year, is an end-to-end framework to optimize neural networks onto a given quantum processor. Importantly, following the co-design philosophy, the developed quantum neurons in QuantumFlow demonstrate the quantum advantage. Meanwhile, VACSEN is an online visualization system which provides the &#8220;easy to understand&#8221; visualization of the noise status on all available quantum computing nodes, recommends the most robust transpilation of circuit on the selected quantum computing node, and allows the real-time execution for a given quantum algorithm with noise awareness. In this tutorial, we will introduce how to conduct the co-design of neural networks and quantum circuits with QuantumFlow and VACSEN. We will have hands-on experience in implementing the neural network on the quantum circuit. Finally, targeting the near-term quantum computers, we will present the current solution in QuantumFlow, discuss the existing challenges, and show our perspective of quantum machine learning in the NISQ-Era. All attendees will leave with code examples that they can use as the backbone implementation to their own projects.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bd501f elementor-widget elementor-widget-text-editor\" data-id=\"0bd501f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">s\t\nQuantum Machine Learning,\nNeural Network,\nQuantum Circuits,\nCo-Design Optimization,\nQuantum Accelerator,\nQuantum Advantage,\nHands-On Programming\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d88b6a elementor-widget elementor-widget-text-editor\" data-id=\"3d88b6a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The content of this tutorial is aimed at 60% beginner and 40% intermediate level attendees, but materials should be interesting and useful even for advanced level attendees. We expect the typical attendee to be a beginner in quantum computing or machine learning, and be familiar with Python.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9948db elementor-widget elementor-widget-text-editor\" data-id=\"e9948db\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial aims to bridge the gap between neural network design and quantum circuit\ndesign, and therefore, it is appropriate for both the computer scientists or hobbyists with interests in\napplying their machine learning model to quantum computing and the quantum computing hobbyists with\nthe interests in quantum machine learning. The first session of the tutorial will cover background on both\nmachine learning and quantum computing to synchronize all attendees on the same page. Additionally,\nwe will present the co-design approach applied in QuantumFlow to enable the quantum neuron achieving\nquantum advantage. In the second session, attendees will have the opportunity to implement the quantum\nneurons on IBM Qiskit using Google Colab. The third session will introduce the developed mapping\noptimizer in QuantumFlow, the challenge and perspective of quantum neural network in the near-term\nquantum computers through VACSEN.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-7cdd3a7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7cdd3a7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c0e1236\" data-id=\"c0e1236\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3d93f70 elementor-widget elementor-widget-menu-anchor\" data-id=\"3d93f70\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"elenayndurain\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c055aa7 elementor-widget elementor-widget-spacer\" data-id=\"c055aa7\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81ba4cf elementor-widget elementor-widget-text-editor\" data-id=\"81ba4cf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe3af57 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"fe3af57\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT17 \u2014 Quantum Computing Chemistry Application for Energy Sector: Hands-on Coding\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT17 \u2014 Quantum Computing Chemistry Application for Energy Sector: Hands-on Coding\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tJiabao Chen, Karim Essafi, Elena Yndurain: QunaSys, Japan\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bec9a8 elementor-widget elementor-widget-text-editor\" data-id=\"3bec9a8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Tues, Sep 20<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">13:00-16:45 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5889753 elementor-widget elementor-widget-text-editor\" data-id=\"5889753\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Chemistry is one of the more promising applications of near-term quantum computing, because it can improve our understanding of quantum systems, such as molecular structure and chemical reactions. Energy companies can leverage quantum computing to improve operational efficiencies and design new lower carbon products. On this tutorial we teach quantum computing key concepts, its application to the energy industry and experiment quantum algorithms development tools. We learn in detail how quantum algorithms to solve chemistry problems work, the variational quantum eigensolver (VQE) and use QamuyTM, a cloud-based quantum chemistry framework to experiment. First, we recap the basics of quantum computing and review the technology state-of-the-art. Each concept will be followed with hands-on simulations tests. Next, we learn about VQE and conduct experimental tests. After this tutorial, the participants will be able to explore the field of quantum computing by themselves and run quantum circuit simulations using industry recognized tools.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-82d311c elementor-widget elementor-widget-text-editor\" data-id=\"82d311c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum computing,\nquantum algorithms,\nNISQ, quantum chemistry,\nVQE, energy industry\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ecce12 elementor-widget elementor-widget-text-editor\" data-id=\"4ecce12\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The tutorial level is a mix of approximately 20% beginner, 60% intermediate, 20% advanced, each will take away different\nlearnings from the quantum chemistry foundational concepts, code quantum circuits using classical simulators, and test in\ndetail the VQE algorithms. Students should have some general chemistry and energy industry knowledge.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e6d4905 elementor-widget elementor-widget-text-editor\" data-id=\"e6d4905\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial is mainly for engineers\/scientists\/researchers in computational chemistry interested in learning the\napplicability for the energy industry. Therefore, the audience is expected to have basic knowledge of quantum chemistry and\nhave an experience of software programming to implement the calculation.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-5818419 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5818419\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-815aaf2\" data-id=\"815aaf2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9f024e8 elementor-widget elementor-widget-menu-anchor\" data-id=\"9f024e8\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"danielmills\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eed4cde elementor-widget elementor-widget-spacer\" data-id=\"eed4cde\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-261362a elementor-widget elementor-widget-text-editor\" data-id=\"261362a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c37d141 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"c37d141\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT18 \u2014 Developing and Executing Error-mitigated NISQ Algorithms across Devices and Simulators\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT18 \u2014 Developing and Executing Error-mitigated NISQ Algorithms across Devices and Simulators\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDaniel Mills, Cristina Cirstoiu: Cambridge Quantum, UK\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f5cef5 elementor-widget elementor-widget-text-editor\" data-id=\"4f5cef5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Thurs, Sep 22<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a57277c elementor-widget elementor-widget-text-editor\" data-id=\"a57277c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">In this tutorial, we will introduce tools and techniques for developing experiments and algorithms which use real quantum devices. The tutorial will start with designing quantum circuits, and integrating them in hybrid workflows with classical software. We\u2019ll show how to use compilers to optimise and target circuits to devices and simulators, including strategies for combining compiler passes for specific applications. Worked examples from CQ\u2019s TKET development kit will be used, as well as quantum software tools that integrate with TKET (e.g. Qiskit). Moving to executing circuits, we will first cover various kinds of simulation (statevector, stabilizer, unitary, symbolic, shot-based) to iterate and test the algorithm. Then we will move to best practices for running on real devices, including relative merits of devices, and designing the experiment to be portable across multiple device types (e.g. superconducting, ion-trap, cold atom). Taking a broad approach to minimising noise when executing on NISQ devices, the tutorial will also cover quantum error mitigation and the relative merits of state of the art error mitigation techniques, with worked examples from CQ\u2019s Qermit error mitigation package. Combining the parts, we will move on to working through a real-world experiment.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d1da00 elementor-widget elementor-widget-text-editor\" data-id=\"0d1da00\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum software,\nError mitigation,\nCompilation of quantum circuit,\nQuantum circuit construction\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78af8ba elementor-widget elementor-widget-text-editor\" data-id=\"78af8ba\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">40% beginner, 40% intermediate, 20% advanced.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69c1ac3 elementor-widget elementor-widget-text-editor\" data-id=\"69c1ac3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">We will assume very basic familiarity with quantum circuits and algorithms, and some basic experience with programming<br \/>in python. We recommend that attendees install pytket and Qermit before the tutorial, and that you are able to make<br \/>use of jupyter notebooks. Instructions on installing pytket can be found here https:\/\/cqcl.github.io\/pytket\/build\/html\/install.<br \/>html, and for Qermit here https:\/\/cqcl.github.io\/qermit\/manual\/<br \/>manual intro.html.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6be302c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6be302c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-eeef18a\" data-id=\"eeef18a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-39f3e37 elementor-widget elementor-widget-menu-anchor\" data-id=\"39f3e37\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"michealhealy\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59d59f1 elementor-widget elementor-widget-spacer\" data-id=\"59d59f1\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6f1532 elementor-widget elementor-widget-text-editor\" data-id=\"f6f1532\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-adeb860 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"adeb860\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT19 \u2014 Running Quantum Error Correction with IBM Quantum Services\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT19 \u2014 Running Quantum Error Correction with IBM Quantum Services\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tMicheal Healy, IBM Quantum, USA<br>Thomas Alexander, IBM Quantum, Canada<br>Edward Chen: IBM Quantum, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1ede91 elementor-widget elementor-widget-text-editor\" data-id=\"d1ede91\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Fri, Sep 23<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a72e9c elementor-widget elementor-widget-text-editor\" data-id=\"9a72e9c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">All approaches to constructing and controlling a quantum computer are susceptible to errors that modify the target quantum state. On existing hardware, this limits the output fidelity of most quantum algorithms and prevents successfully executing most quantum algorithms. Quantum error correction codes, like their classical counterparts, enable the operation of high fidelity \u2018logical\u2018 qubits encoded within collections of noisy and imperfect \u2018physical\u2018 qubits. However, real-time error correction requires dynamic control of program flow during execution. That is to say, future operations on qubits must be conditioned on the results of measurements of specially designated qubits (such as flag or ancilla qubits) in most error correction algorithms. These measurement results can then be used to conditionally correct the state of the logical qubit. These decisions must occur within the lifetime of the computer\u2019s qubits so that they may impact the quantum system before it decoheres. In this tutorial, we will introduce attendees to the basics of quantum error correction alongside OpenQASM3, a programming language that provides the features necessary to achieve quantum advantage using near-term quantum computers. We will then provide a high-level overview of the hardware and software requirements needed to implement dynamic control flow and quantum error correction. Finally, attendees will be taught how to write and run programs containing dynamic control flow and implement quantum error correction using real quantum systems provided through IBM Quantum Services and Qiskit.\n<br>\nTutorial attendees should register with IBM Quantum platform, install Qiskit (locally or using the IBM Quantum Lab) and complete the Getting Started with Qiskit tutorial to prepare for the session. The tutorial content will consist of material of 20% beginner, 70% intermediate, and 10% advanced experience levels.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6721d7 elementor-widget elementor-widget-text-editor\" data-id=\"f6721d7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum error correction, real time control, dynamic circuits, quantum control systems\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f70ea33 elementor-widget elementor-widget-text-editor\" data-id=\"f70ea33\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">20% beginner, 70% intermediate, 10% advanced.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65ff40c elementor-widget elementor-widget-text-editor\" data-id=\"65ff40c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial is appropriate for a variety of attendees:<\/span><\/h5><h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\"><br \/>1) Quantum programming language designers and enthusiasts who wish to learn about the latest developments in OpenQASM<br \/>and quantum error correction.<br \/>2) Quantum application and algorithm designers who are interested in the latest developments in real-time compute and<br \/>quantum error correction using IBM Quantum hardware.<br \/>3) Software engineers with an interest in low-level programming models and compilers for quantum computers.<br \/>4) Experimentalists with an interest in quantum control systems and quantum error correction<br \/>Attendees should have a basic understanding of quantum computing, the circuit model, and approaches to programming<br \/>these devices. Prior experience with OpenQASM, Qiskit, IBM Quantum Services, and Python will be helpful. Attendees will<br \/>learn about the latest developments in OpenQASM and IBM Quantum\u2019s path towards enabling real-time compute (classical<br \/>compute and control-flow within the lifetime of the qubits) and error correction within its hardware.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-0beaa89 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0beaa89\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c8ccafd\" data-id=\"c8ccafd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e5475a4 elementor-widget elementor-widget-menu-anchor\" data-id=\"e5475a4\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"danielvolya\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6da05e8 elementor-widget elementor-widget-spacer\" data-id=\"6da05e8\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1bd2632 elementor-widget elementor-widget-text-editor\" data-id=\"1bd2632\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0269f2e elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"0269f2e\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT20 \u2014 Quantum Noise Characterization and Mitigation for NISQ Systems\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT20 \u2014 Quantum Noise Characterization and Mitigation for NISQ Systems\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDaniel Volya, Prabhat Mishra: University of Florida, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2672307 elementor-widget elementor-widget-text-editor\" data-id=\"2672307\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mon, Sep 19<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">13:00-16:45 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9eb7ab7 elementor-widget elementor-widget-text-editor\" data-id=\"9eb7ab7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum computers are subject to the cruel reality of noise and errors. Recent quantum advantage results have revealed not only the ability to control many-qubit systems, but also the severity of noise. In order to realize any meaningful computation on a quantum processor, the handling of noise is an integral puzzle piece. Due to the required qubit counts, quantum error correcting codes, although powerful, are impractical to implement on modern and near-term quantum computers. As a result, alternative strategies are necessary. In this tutorial, we will introduce quantum computing and briefly describe the major sources of quantum noise. We will outline methods to model and characterize noise in quantum systems. Next, we will describe state-of-the-art error mitigation strategies, either driven by hybrid classical-quantum loops or by inherent exploitation of quantum dynamics, that are applicable to present as well as near-term quantum computers. Finally, we will present a hands-on case study using open-source quantum toolchains that will walk through noise mitigation and error correction opportunities during compilation of quantum algorithms, quantum control generation, and measurement of final results.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1de7f74 elementor-widget elementor-widget-text-editor\" data-id=\"1de7f74\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum Computing, Quantum Noise, Noise Characterization, Noise Mitigation, Classical Post-processing, Quantum Control, Hands-On Case Study\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3114c8 elementor-widget elementor-widget-text-editor\" data-id=\"c3114c8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">20% beginner, 60% intermediate, 20% advanced.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1c4fc5 elementor-widget elementor-widget-text-editor\" data-id=\"f1c4fc5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial is primarily targeted towards developers and\nresearchers interested in reliable quantum computing. This\ntutorial will also attract designers, tool developers, managers,\nand researchers that seek to leverage quantum computers to\nsolve useful problems. Attendees will get a deeper understanding\nof the sources of quantum noise and learn strategies to\ncharacterize and mitigate quantum noise to improve the quality\nof quantum computation.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-f080ded elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f080ded\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ecc3a57\" data-id=\"ecc3a57\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c01b69b elementor-widget elementor-widget-menu-anchor\" data-id=\"c01b69b\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"sebastianfeld\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e79cc79 elementor-widget elementor-widget-spacer\" data-id=\"e79cc79\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5b7912 elementor-widget elementor-widget-text-editor\" data-id=\"b5b7912\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f441ed elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"3f441ed\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT21 \u2014 A Gym for Training and Benchmarking RL-Based Quantum Compilation\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT21 \u2014 A Gym for Training and Benchmarking RL-Based Quantum Compilation\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tSebastian Feld, Delft University of Technology,  The Netherlands<br>Tariq Bontekoe, TNO, The Netherlands<br>Stan van der Linde: TNO, The Netherlands\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e202e6d elementor-widget elementor-widget-text-editor\" data-id=\"e202e6d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Thurs, Sep 22<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">13:00-16:45 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6208637 elementor-widget elementor-widget-text-editor\" data-id=\"6208637\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">OpenQL is a framework for high-level quantum programming in C++ and Python and it provides tools for compiling and optimizing quantum code. Its focus lies on retargetability and compilation all the way down to assembly code for various control (micro-)architectures. The general process is that the framework gets as input a complete quantum circuit and a platform description, and outputs an equivalent circuit suited for the platform described. Current activities examine the possibilities to use reinforcement learning (RL) to improve compilation passes like mapping, decomposition, and scheduling.\n<br>\nThe general idea behind RL is simple: an agent is able to perform an action inside an environment, whereupon it receives a reward. The agent aims to maximize the cumulative reward and by using this approach, it is able to learn policies for actions that are otherwise hard to specify.\n<br>\nThe goal of this tutorial is to present a gym in which researchers can train and benchmark their RL agents and algorithms for OpenQL. Here, OpenQL stand as a representative for potentially any quantum compilation framework. The motivation behind this is to allow research on RL-based solutions to problems like circuit decomposition (learn rules that satisfy diverse fitness functions based on, e.g., number of gates, circuit depth, and fidelity), qubit mapping and routing (learn strategies that try to anticipate future properties of quantum circuits), and scheduling (learn policies that considerate possible error channels like, e.g., crosstalk or memory effects). The main advantage for a researcher is that this gym abstracts away parts that are not necessarily relevant to them. The main advantage for a compilation framework is that trained models work against one API, thus enabling an easy incorporation of smart algorithms and agents into the compiler.\n<br>\nThe tutorial consists of a theory part and a practical hands-on part. The theory part covers background on topics such as: full-stack quantum computing architecture; quantum compilation and passes; reinforcement learning and gyms. The practical hands-on part demonstrates the following: general structure and interfaces of a gym; setting up a quantum compiler gym; implementing simple environments together with default rewarders; customizing environments and rewarders; training simple reinforcement learning agents.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e6c3fcc elementor-widget elementor-widget-text-editor\" data-id=\"e6c3fcc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum Compilation, Reinforcement Learning, OpenAI Gym\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d3bd53 elementor-widget elementor-widget-text-editor\" data-id=\"1d3bd53\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The tutorial aims to be as self-contained as possible. For\nthis reason, no particular background knowledge of quantum\ncomputing or reinforcement learning is required. In the first\nsession all the necessary basic concepts are explained to the\nparticipants and the following part of the tutorial builds up on\nthis knowledge.\nHowever, a basic understanding of programming languages\nin general and Python in particular is of advantage.\nThe content will be distributed roughly as follows: 30%\nbeginner, 50% intermediate, 20% advanced.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d941de4 elementor-widget elementor-widget-text-editor\" data-id=\"d941de4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The self-contained tutorial is intended to serve a broad\naudience. We basically address everyone who is interested\nin programming RL-based system software for a quantum\ncomputer and who would like to experience a well-prepared\nintroduction to this topic. This includes researchers and students\nfrom the fields of electrical and computer engineering,\ncomputer science, applied physics, and other domains, with or\nwithout prior experience in quantum computing and machine\nlearning.\nWe would also like to bring interested practitioners from the\nindustry closer to this emerging field of research. An easyto-\nuse framework for enhancing processes inside quantum\ncompilation may help increasing the potential usability of a\nquantum computer in the company concerned.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-df874d3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df874d3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-affd6b2\" data-id=\"affd6b2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9915abd elementor-widget elementor-widget-menu-anchor\" data-id=\"9915abd\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"rajkumarkettimuthu\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-05b6a66 elementor-widget elementor-widget-spacer\" data-id=\"05b6a66\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9391a61 elementor-widget elementor-widget-text-editor\" data-id=\"9391a61\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b845b45 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"b845b45\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT22 \u2014 SeQUeNCe: A Customizable Discrete Event Simulator of Quantum Networks\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT22 \u2014 SeQUeNCe: A Customizable Discrete Event Simulator of Quantum Networks\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRajkumar Kettimuthu, Alexander Kolar, Joaquin Chung: Argonne National Lab (ANL) &amp; University of Chicago, USA\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0fd9ca4 elementor-widget elementor-widget-text-editor\" data-id=\"0fd9ca4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Thurs, Sep 22<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b625980 elementor-widget elementor-widget-text-editor\" data-id=\"b625980\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Recent advances in quantum information science enabled the development of quantum communication network prototypes and created an opportunity to study full-stack quantum network architectures. The same way classical network simulators helped build the classical Internet, quantum network simulations are expected to play an increasingly important role in designing future quantum networks that scale to long distances and large number of hosts, and meet the latency, reliability and security needs of emerging applications. This talk introduces SeQUeNCe, a comprehensive, customizable quantum network simulator. Our modularized framework is suitable for simulation of quantum network prototypes that capture the breadth of current and future hardware technologies and protocols. We have implemented a comprehensive suite of network protocols and demonstrate the use of SeQUeNCe by simulating a quantum key distribution network, a teleportation network, and a metropolitan quantum network in the Chicago area consisting of nine routers equipped with quantum memories. SeQUeNCe is available as open source on GitHub. In this tutorial, we will present the design and architecture of SeQUeNCe followed by a live demonstrated and hands-on exercises.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63116bb elementor-widget elementor-widget-text-editor\" data-id=\"63116bb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Simulating Quantum communication, Quantum network simulator, Discrete event simulation<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bed61b elementor-widget elementor-widget-text-editor\" data-id=\"0bed61b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">75% beginner, 25% intermediate.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a9dd2c elementor-widget elementor-widget-text-editor\" data-id=\"0a9dd2c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Researchers and scientists who work on quantum networking devices, quantum communication protocols, distributed quantum computing.\u00a0Infrastructure providers interested in building quantum networks.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-dc061ff elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc061ff\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c80a5ab\" data-id=\"c80a5ab\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e16aabe elementor-widget elementor-widget-menu-anchor\" data-id=\"e16aabe\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"ravinaik\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b113b33 elementor-widget elementor-widget-spacer\" data-id=\"b113b33\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65db466 elementor-widget elementor-widget-text-editor\" data-id=\"65db466\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d04c1e0 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"d04c1e0\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT23 \u2014 Understanding Quantum Computing Benchmarks for Algorithmic Performance and Error Correction\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT23 \u2014 Understanding Quantum Computing Benchmarks for Algorithmic Performance and Error Correction\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRavi K. Naik, Lawrence Berkeley National Laboratory (LBNL), USA<br>Akel Hashim, Lawrence Berkeley National Laboratory (LBNL), USA<br>Timothy Proctor, Sandia National Laboratory, USA<br>Samuele Ferracin: Keysight Technologies Inc, USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-670c11a elementor-widget elementor-widget-text-editor\" data-id=\"670c11a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Fri, Sep 23<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1680814 elementor-widget elementor-widget-text-editor\" data-id=\"1680814\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">We aim to give attendees a first-principles understanding of contemporary methods of benchmarking quantum gates, what these benchmarks can and cannot tell us about algorithm performance, and what we can learn about how close we are to fault-tolerance thresholds. We will start by giving a broad overview of quantum noise and error processes, as well as different ways to represent them in gate-based quantum computing. We will then discuss contemporary methods of benchmarking quantum gates, and the trade-off between methods which are scalable but provide less information versus methods which provide more information but are less scalable. We will then discuss to what extent benchmarked error rates can inform us about quantum algorithm performance, and how they can help us enhancing this performance through error mitigation. Finally, we will cover quantum benchmarks as they relate to fault-tolerance thresholds. All material will be taught with visual aids to facilitate the learning process in the short time span of tutorial session.\nh<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e83db73 elementor-widget elementor-widget-text-editor\" data-id=\"e83db73\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Quantum Computing, Benchmarking, Quantum Algorithms, Error Mitigation, Quantum Error Correction, Noise on Quantum Computers\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae9a30a elementor-widget elementor-widget-text-editor\" data-id=\"ae9a30a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The content level will be 30% beginner, 50% intermediate,\nand 20% advanced. We expect attendees to have\nbasic abstract knowledge of quantum bits and operations.\nThe content will appeal to scientists and engineers with a\nbroad variety of experience levels, including undergraduate\nand graduate students familiar with quantum mechanics, as\nwell as more senior scientists across quantum-related fields.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-031a7e8 elementor-widget elementor-widget-text-editor\" data-id=\"031a7e8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial is aimed primarily at potential users and\nevaluators of quantum technologies, so that they can interpret\nbenchmarking metrics available on existing and future\nquantum information processors.\nAdditionally, developers of those technologies who want to\nunderstand and improve the performance of their processors\nfor a variety of applications can benefit from this review of\nbenchmarking techniques.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-ce66ed4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ce66ed4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cde65ef\" data-id=\"cde65ef\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-864ccb0 elementor-widget elementor-widget-menu-anchor\" data-id=\"864ccb0\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"edyounis\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6699d1 elementor-widget elementor-widget-spacer\" data-id=\"c6699d1\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c10edd0 elementor-widget elementor-widget-text-editor\" data-id=\"c10edd0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b91b89 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"4b91b89\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT24 \u2014 Generating Resource Efficient Programs Using Synthesis\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT24 \u2014 Generating Resource Efficient Programs Using Synthesis\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tEd Younis, Wim Lavrijsen, Costin Iancu: Lawrence Berkeley National Lab (LBNL), USA\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0e8365 elementor-widget elementor-widget-text-editor\" data-id=\"a0e8365\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Fri, Sep 23<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2a5467 elementor-widget elementor-widget-text-editor\" data-id=\"d2a5467\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\tCurrent and near-future quantum hardware is likely resource constrained: programs have to use few qubits and carefully limit their gate count.\nIn this tutorial, we will show how to use synthesis, as implemented in the BQSKit framework, to assist in the algorithm development workflow:\n<ol>\n<li>Direct synthesis for &#8220;small&#8217; (&lt;10 qubit) circuits\n<li>Synthesis of &#8220;large&#8221; (~100s qubits) circuits using partitioning and topology selection<\/li>\n<li>Generation of circuit approximations for error mitigation (for 100s qubits)<\/li>\n<li>Hardware design exploration &#8211; generation for heterogeneous gate sets and portability<\/li>\n<li>Algorithm discovery &#8211; ansatz instantiation and exploration<\/li>\n<\/ol>\nSynthesis is a powerful circuit compilation technique whose dynamics, trade-offs and workflow are different fro other existing quantum optimizing compilers such as Qiskit, Tket etc. Currently, BQSKit can produce circuits of better quality than most existing tools. However, since our tools are Open Source, we can take a true deep dive into their nuts and bolts, showing how they can be reconfigured, customized, and extended to arrive at better problem specifications and improved workflow construction. Understanding their design principles, necessary trade-offs, and effect on overall performance through-out the workflow, will equip attendees with the knowledge and ability to better implement algorithms on NISQ devices using our (or similar, non-Open Source) tools.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8bdcd3d elementor-widget elementor-widget-text-editor\" data-id=\"8bdcd3d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords: S<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">ynthesis, circuit optimization, circuit approximation, circuit instantiation\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-03ec21a elementor-widget elementor-widget-text-editor\" data-id=\"03ec21a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">70% intermediate, 30% beginner. We introduce BQSKit\nand show it can be run in a \u201cblack-box\u201d mode as a circuit\u00a0optimizer, which is useful for all levels, including for beginners.\nWe delve progressively deeper, explaining the ideas and\nrationale behind the different synthesis approaches, and how\nto use that background information to reconfigure, customize,\nand extend the development workflow for any particular\nprogram. We expect any audience member that has tried to\nimprove the fidelity of any circuit executing on NISQ hardware\nto be interested in our techniques, hence the emphasis on\nthe intermediate expertise level. As minimal requirements,\nattendees are expected to be familiar with the circuit model\nof quantum computing, basic linear algebra terms, the Python\nprogramming language, and how to run Jupyter [6] Notebooks.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41e2f39 elementor-widget elementor-widget-text-editor\" data-id=\"41e2f39\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial tutorial is intended for general users of quantum computers who have an interest (or need) for aggressive<br \/>circuit optimization, or for tools for automated circuit generation from high level algorithmic descriptions. The circuit optimization functionality is of general interest. The error mitigation approach using circuit approximations is valuable for NISQ devices. The hardware design exploration enabled by BQSKit is of interest to architects, as well as the device characterization community together with the budding performance evaluation community. Some of the techniques covered are of interest to software engineers who want to extend synthesis tools or integrate synthesis into a more \u201ctraditional\u201d quantum compiler.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-0f3c630 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0f3c630\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6fd2590\" data-id=\"6fd2590\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0d8600d elementor-widget elementor-widget-menu-anchor\" data-id=\"0d8600d\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"williamcunningham\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51022a6 elementor-widget elementor-widget-spacer\" data-id=\"51022a6\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dcc4b30 elementor-widget elementor-widget-text-editor\" data-id=\"dcc4b30\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-906c103 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"906c103\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT25 \u2014 Orchestrating and Managing Quantum Machine Learning Workflows with Covalent\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT25 \u2014 Orchestrating and Managing Quantum Machine Learning Workflows with Covalent\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWilliam Cunningham, Santosh Radha: Agnostiq, Canada\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aabdadc elementor-widget elementor-widget-text-editor\" data-id=\"aabdadc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Thurs, Sep 22<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">10:00-14:30 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9bcc5f4 elementor-widget elementor-widget-text-editor\" data-id=\"9bcc5f4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Covalent is a new open-source Python tool for orchestrating and managing quantum and HPC workflows. In the first session of this tutorial, we discuss some of the challenges around building and maintaining scientific software, and how these are addressed with Covalent. Using extensive code samples and a hands-on tutorial, we demonstrate how to use this tool to deploy scalable tasks onto a variety of compute backends, including traditional HPC clusters and cloud environments. In the second session, we introduce the recently proposed quantum machine learning (QML) algorithm for generalized similarity learning using gate-based quantum computers. We practically walk through how one can learn similarity features between fundamentally different spaces by leveraging quantum embeddings. With numerical experimentation that involves a variety of steps and multiple runs to probe various features, we demonstrate how Covalent is used to manage and run distributed workflows in an applied setting.\n<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77e1b28 elementor-widget elementor-widget-text-editor\" data-id=\"77e1b28\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">Workflow orchestration, quantum machine learning, open-source software, distributed computing, cloud computing.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1636fbf elementor-widget elementor-widget-text-editor\" data-id=\"1636fbf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The content level is 50% for beginners,\n40% at intermediate difficulty, and 10% for advanced users.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a770bb8 elementor-widget elementor-widget-text-editor\" data-id=\"a770bb8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">The target audience are graduate\/PhD students, postdocs, and early-career professionals in both quantum and classical<br \/>machine learning.\u00a0Participants are expected to have basic working knowledge of Python (functions, decorators, etc), scientific computing (distributed\/parallel programming), and preferably having worked in HPC environments. Participants are also expected to know<br \/>the basics of quantum computing and to be familiar with at least one quantum SDK, such as Qiskit or PennyLane. In<br \/>this tutorial, participants will learn methods and practices for distributed quantum and high performance computing both<br \/>in a general sense as well as applied to specific machine learning problems. Participants should leave knowing how<br \/>to use Covalent to orchestrate distributed quantum and HPC workflow<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-c5a01a8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c5a01a8\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-370eed4\" data-id=\"370eed4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-efa34c3 elementor-widget elementor-widget-menu-anchor\" data-id=\"efa34c3\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"drewvandeth\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54f3731 elementor-widget elementor-widget-spacer\" data-id=\"54f3731\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-622a57b elementor-widget elementor-widget-text-editor\" data-id=\"622a57b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 3px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f953499 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"f953499\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"#tutorialsoverview\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"TUT26 \u2014 Qiskit Quantum Error Correction Software Framework\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-alt-circle-up\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<a href=\"#tutorialsoverview\" >\n\t\t\t\t\t\t\tTUT26 \u2014 Qiskit Quantum Error Correction Software Framework\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDrew Vandeth, IBM Quantum - Essex, USA<br>Andrew Cross, IBM Quantum - Yorktown, USA<br>James Wootton: IBM Quantum - Zurich, Switzerland\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80bd523 elementor-widget elementor-widget-text-editor\" data-id=\"80bd523\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Date: <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Thurs, Sep 22<\/span><\/span><br \/><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Time: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">13:00-16:45 <\/span><span style=\"font-family: Open Sans, sans-serif\"><span style=\"font-size: 18px\">Mountain Time (MDT) \u2014 UTC-6<\/span><\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fda8a50 elementor-widget elementor-widget-text-editor\" data-id=\"fda8a50\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Abstract: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\tQuantum Error Correction (QEC) will be a vital component of any successful quantum\ncomputer especially as the number of qubits within the quantum computer increases.\nThe development of hardware and software that can correct these errors is therefore a grand challenge within the Quantum computing community.\n<br>\nFor some time robust and specific libraries for conducting QEC research and\nexperimentation did not exist. This left researchers having to continually\nredevelop software individually and did not enable quick testing and exploration\nof ideas that require computations. The Qiskit QEC framework is being developed\nto alleviate this burden and to allow researchers to both quickly test and verify\nnew ideas and to allow those applications to scale beyond simple small examples.\n<br>\nIn this tutorial the Qiskit QEC software framework will be presented in terms of\nprogramming for general QEC purposes but also specifically related to the coding\nof decoders and the simulation of QEC codes.<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e79fc6 elementor-widget elementor-widget-text-editor\" data-id=\"4e79fc6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Keywords:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">\t\nQuantum Error Correction, Qiskit, Quantum Computation\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5bcd2dd elementor-widget elementor-widget-text-editor\" data-id=\"5bcd2dd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Contents Level: <\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">20% beginners, 60% intermediate, 20% advanced.\u00a0<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ec0b8f elementor-widget elementor-widget-text-editor\" data-id=\"6ec0b8f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5 style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, 'Noto Sans', sans-serif;color: #333333\"><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px;font-weight: bold\">Target Audience:\u00a0<\/span><span style=\"font-family: 'Open Sans', sans-serif;font-size: 18px\">This tutorial is aimed at individuals who would like to\nconduct experiments or calculate results related to Quantum\nError Correction. It is assumed that participants have a basic\nknowledge of Python and an intermediate level of knowledge\nof Quantum Error Correction or are experienced with errors\nproduced in quantum computers and some of the approaches\nused to mitigate or correct them<\/span><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-589ed7bf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"589ed7bf\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-26031537\" data-id=\"26031537\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2028fba3 elementor-widget elementor-widget-text-editor\" data-id=\"2028fba3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr style=\"background: #F87431;border: 0;height: 7px\" \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The shortage of skilled labor is one of the quantum computing sector\u2019s greatest challenges. The week-long tutorials program, with tutorials by leading experts, is aimed squarely at workforce development and training considerations. The tutorials are ideally suited to develop quantum champions for industry, academia, government, and build expertise for emerging quantum ecosystems. IEEE Quantum Week will cover a broad range of topics in quantum computing and engineering including a lineup of fantastic hands-on tutorials on programming and applications.<\/p>\n","protected":false},"author":5,"featured_media":12836,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-1885","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-program"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>QCE22 Tutorials Program \u25cf IEEE Quantum Week<\/title>\n<meta name=\"description\" content=\"QCE22 tutorials are ideally suited to develop quantum champions for industry, academia, government, and build expertise for emerging quantum ecosystems.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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