{"id":735139,"date":"2021-03-27T05:11:31","date_gmt":"2021-03-27T12:11:31","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-event&p=735139"},"modified":"2025-08-06T11:51:41","modified_gmt":"2025-08-06T18:51:41","slug":"mlsys-2021","status":"publish","type":"msr-event","link":"https:\/\/www.microsoft.com\/en-us\/research\/event\/mlsys-2021\/","title":{"rendered":"Microsoft at MLSys 2021"},"content":{"rendered":"\n\n

Website:<\/strong> MLSys 2021 (opens in new tab)<\/span><\/a>Opens in a new tab<\/span><\/p>\n

Microsoft is proud to be a\u00a0sponsor\u00a0of\u00a0the\u00a0Fourth Conference on Machine Learning and Systems<\/a>.\u00a0See more details on our contributions below.<\/p>\n

 <\/p>\n

All the times listed below are in\u00a0Pacific\u00a0Daylight Time (PDT)<\/em><\/p>\n

Tuesday, April 6<\/h3>\n

1:30\u00a0\u2013\u00a02:50\u00a0PM |\u00a0Communication and Storage
\nIn-network Aggregation for Shared Machine Learning Clusters<\/strong><\/a> | *Outstanding Paper Award Winner<\/em>
\nNadeen Gebara, Manya Ghobadi, Paolo Costa<\/a>
\nPoster Session: April <\/i>6<\/i><\/p>\n

1:30\u00a0\u2013 2:50\u00a0PM |\u00a0Training (I)
\nScaling Distributed Training with Adaptive Summation<\/strong>
\nSaeed Maleki<\/a>,\u00a0Madan Musuvathi<\/a>,\u00a0Todd Mytkowicz<\/a>,\u00a0Olli Saarikivi<\/a>,\u00a0Tianju Xu<\/b>,\u00a0Vadim Eksarevskiy (opens in new tab)<\/span><\/a>,\u00a0Jaliya Ekanayake (opens in new tab)<\/span><\/a>,\u00a0Emad Barsoum (opens in new tab)<\/span><\/a>
\nPoster Session: April\u00a0<\/i>6<\/i><\/p>\n

5:00\u00a0\u2013 6:00 PM |\u00a0Poster
\nScaling Distributed Training with Adaptive Summation<\/strong>
\nSaeed Maleki<\/a>,\u00a0Madan Musuvathi<\/a>,\u00a0Todd Mytkowicz<\/a>,\u00a0Olli Saarikivi<\/a>,\u00a0Tianju Xu<\/b>,\u00a0Vadim Eksarevskiy (opens in new tab)<\/span><\/a>,\u00a0Jaliya Ekanayake (opens in new tab)<\/span><\/a>,\u00a0Emad Barsoum (opens in new tab)<\/span><\/a>
\nOral Session: April <\/i>6<\/i><\/p>\n

In-network Aggregation for Shared Machine Learning Clusters<\/strong><\/a> | *Outstanding Paper Award Winner<\/em>
\nNadeen Gebara, Manya Ghobadi, Paolo Costa<\/a>
\nOral Session: April <\/i>6<\/i><\/p>\n

Thursday, April 8<\/h3>\n

1:30\u00a0\u2013\u00a02:50 PM | Tools
\nFLAML: A Fast and Lightweight\u00a0AutoML\u00a0Library<\/strong>
\nChi\u00a0Wang<\/a>,\u00a0Qingyun\u00a0Wu<\/a>,\u00a0Markus\u00a0Weimer<\/a>,\u00a0Erkang\u00a0Zhu<\/a>
\nPoster Session: April 8<\/i><\/p>\n

To Bridge Neural Network Design and Real-World Performance: A\u00a0Behaviour\u00a0Study for Neural Networks<\/strong>
\nXiaohu\u00a0Tang,\u00a0Shihao\u00a0Han,\u00a0Li\u00a0Lyna\u00a0Zhang<\/a>,\u00a0Ting Cao<\/a>,\u00a0Yunxin\u00a0Liu<\/a>
\nPoster Session: April 8<\/i><\/p>\n

5:00\u00a0\u2013\u00a06:00 PM |\u00a0Poster
\nFLAML: A Fast and Lightweight\u00a0AutoML\u00a0Library<\/strong><\/a>
\nChi\u00a0Wang<\/a>,\u00a0Qingyun\u00a0Wu<\/a>,\u00a0Markus Weimer<\/a>,\u00a0Erkang\u00a0Zhu<\/a>
\nOral Session: April 8<\/i><\/p>\n

To Bridge Neural Network Design and Real-World Performance: A\u00a0Behaviour\u00a0Study for Neural Networks<\/strong>
\nXiaohu\u00a0Tang,\u00a0Shihao\u00a0Han,\u00a0Li\u00a0Lyna\u00a0Zhang<\/a>,\u00a0Ting Cao<\/a>,\u00a0Yunxin\u00a0Liu<\/a>
\nOral Session: April 8<\/i><\/p>\n

Friday, April 9<\/h3>\n

7:00\u00a0\u2013\u00a011:00 AM | Workshop
\nWorkshop of Graph Neural Networks and Systems (GNNs)<\/strong> (opens in new tab)<\/span><\/a>
\nProgram Committee:\u00a0Marc Brockschmidt<\/a><\/p>\n

8:00\u00a0AM\u00a0\u2013\u00a05:00 PM\u00a0| Workshop
\nJournal of Opportunities, Unexpected limitations, Retrospectives, Negative results, and Experiences<\/strong> (opens in new tab)<\/span><\/a>
\nOrganizers:\u00a0Abhishek Gupta (opens in new tab)<\/span><\/a>, Udit Gupta, Mayoore Jaiswal, Lillian Pentecost, Shagun Sodhani, David Brooks, and Joelle Pineau<\/p>\n

4:00 PM \u2013 5:45 PM | Workshop
\n\u201c<\/strong>Accelerated Learning by Exploiting Popular Choices<\/strong><\/a>\u201d | <\/strong>PeRSonAl @ MLSys 2021<\/strong> (opens in new tab)<\/span><\/a>
\nSpeaker:\u00a0Divya Mahajan<\/a><\/p>\n

Saturday, April 10<\/h3>\n

7:00 – 11:00 AM\u00a0| Workshop
\nWorkshop of Graph Neural Networks and Systems (GNNs) (2nd day)<\/strong> (opens in new tab)<\/span><\/a>
\nProgram Committee:\u00a0Marc Brockschmidt<\/a>Opens in a new tab<\/span><\/p>\n

We currently have 100\u2019s of ML roles open across our teams in North America.\u00a0 Below is a sample, please check out our Careers at Microsoft | Microsoft jobs (opens in new tab)<\/span><\/a> for more openings.<\/p>\n

Additional job openings are available related to the Azure Hardware Architecture (AHA) group. AHA\u2019s mission is to architect the world\u2019s computer, driving the vision and architectural roadmap for Azure\u2019s hardware infrastructure. Check out the current openings here (opens in new tab)<\/span><\/a>.<\/p>\n

Opens in a new tab<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

Microsoft is proud to be a\u00a0sponsor\u00a0of\u00a0the\u00a0Fourth Conference on Machine Learning and Systems.\u00a0See more details on our contributions and career opportunities.<\/p>\n","protected":false},"featured_media":392255,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr_startdate":"2021-04-05","msr_enddate":"2021-04-10","msr_location":"Virtual","msr_expirationdate":"","msr_event_recording_link":"","msr_event_link":"","msr_event_link_redirect":false,"msr_event_time":"","msr_hide_region":true,"msr_private_event":false,"msr_hide_image_in_river":0,"footnotes":""},"research-area":[13547],"msr-region":[256048],"msr-event-type":[197941],"msr-video-type":[],"msr-locale":[268875],"msr-program-audience":[],"msr-post-option":[],"msr-impact-theme":[],"class_list":["post-735139","msr-event","type-msr-event","status-publish","has-post-thumbnail","hentry","msr-research-area-systems-and-networking","msr-region-global","msr-event-type-conferences","msr-locale-en_us"],"msr_about":"\n\n

Website:<\/strong> MLSys 2021 (opens in new tab)<\/span><\/a>Opens in a new tab<\/span><\/p>\n

Microsoft is proud to be a\u00a0sponsor\u00a0of\u00a0the\u00a0Fourth Conference on Machine Learning and Systems<\/a>.\u00a0See more details on our contributions below.<\/p>\n

 <\/p>\n

All the times listed below are in\u00a0Pacific\u00a0Daylight Time (PDT)<\/em><\/p>\n

Tuesday, April 6<\/h3>\n

1:30\u00a0\u2013\u00a02:50\u00a0PM |\u00a0Communication and Storage
\nIn-network Aggregation for Shared Machine Learning Clusters<\/strong><\/a> | *Outstanding Paper Award Winner<\/em>
\nNadeen Gebara, Manya Ghobadi, Paolo Costa<\/a>
\nPoster Session: April <\/i>6<\/i><\/p>\n

1:30\u00a0\u2013 2:50\u00a0PM |\u00a0Training (I)
\nScaling Distributed Training with Adaptive Summation<\/strong>
\nSaeed Maleki<\/a>,\u00a0Madan Musuvathi<\/a>,\u00a0Todd Mytkowicz<\/a>,\u00a0Olli Saarikivi<\/a>,\u00a0Tianju Xu<\/b>,\u00a0Vadim Eksarevskiy<\/a>,\u00a0Jaliya Ekanayake<\/a>,\u00a0Emad Barsoum<\/a>
\nPoster Session: April\u00a0<\/i>6<\/i><\/p>\n

5:00\u00a0\u2013 6:00 PM |\u00a0Poster
\nScaling Distributed Training with Adaptive Summation<\/strong>
\nSaeed Maleki<\/a>,\u00a0Madan Musuvathi<\/a>,\u00a0Todd Mytkowicz<\/a>,\u00a0Olli Saarikivi<\/a>,\u00a0Tianju Xu<\/b>,\u00a0Vadim Eksarevskiy<\/a>,\u00a0Jaliya Ekanayake<\/a>,\u00a0Emad Barsoum<\/a>
\nOral Session: April <\/i>6<\/i><\/p>\n

In-network Aggregation for Shared Machine Learning Clusters<\/strong><\/a> | *Outstanding Paper Award Winner<\/em>
\nNadeen Gebara, Manya Ghobadi, Paolo Costa<\/a>
\nOral Session: April <\/i>6<\/i><\/p>\n

Thursday, April 8<\/h3>\n

1:30\u00a0\u2013\u00a02:50 PM | Tools
\nFLAML: A Fast and Lightweight\u00a0AutoML\u00a0Library<\/strong>
\nChi\u00a0Wang<\/a>,\u00a0Qingyun\u00a0Wu<\/a>,\u00a0Markus\u00a0Weimer<\/a>,\u00a0Erkang\u00a0Zhu<\/a>
\nPoster Session: April 8<\/i><\/p>\n

To Bridge Neural Network Design and Real-World Performance: A\u00a0Behaviour\u00a0Study for Neural Networks<\/strong>
\nXiaohu\u00a0Tang,\u00a0Shihao\u00a0Han,\u00a0Li\u00a0Lyna\u00a0Zhang<\/a>,\u00a0Ting Cao<\/a>,\u00a0Yunxin\u00a0Liu<\/a>
\nPoster Session: April 8<\/i><\/p>\n

5:00\u00a0\u2013\u00a06:00 PM |\u00a0Poster
\nFLAML: A Fast and Lightweight\u00a0AutoML\u00a0Library<\/strong><\/a>
\nChi\u00a0Wang<\/a>,\u00a0Qingyun\u00a0Wu<\/a>,\u00a0Markus Weimer<\/a>,\u00a0Erkang\u00a0Zhu<\/a>
\nOral Session: April 8<\/i><\/p>\n

To Bridge Neural Network Design and Real-World Performance: A\u00a0Behaviour\u00a0Study for Neural Networks<\/strong>
\nXiaohu\u00a0Tang,\u00a0Shihao\u00a0Han,\u00a0Li\u00a0Lyna\u00a0Zhang<\/a>,\u00a0Ting Cao<\/a>,\u00a0Yunxin\u00a0Liu<\/a>
\nOral Session: April 8<\/i><\/p>\n

Friday, April 9<\/h3>\n

7:00\u00a0\u2013\u00a011:00 AM | Workshop
\nWorkshop of Graph Neural Networks and Systems (GNNs)<\/strong><\/a>
\nProgram Committee:\u00a0Marc Brockschmidt<\/a><\/p>\n

8:00\u00a0AM\u00a0\u2013\u00a05:00 PM\u00a0| Workshop
\nJournal of Opportunities, Unexpected limitations, Retrospectives, Negative results, and Experiences<\/strong><\/a>
\nOrganizers:\u00a0Abhishek Gupta<\/a>, Udit Gupta, Mayoore Jaiswal, Lillian Pentecost, Shagun Sodhani, David Brooks, and Joelle Pineau<\/p>\n

4:00 PM \u2013 5:45 PM | Workshop
\n\u201c<\/strong>Accelerated Learning by Exploiting Popular Choices<\/strong><\/a>\u201d | <\/strong>PeRSonAl @ MLSys 2021<\/strong><\/a>
\nSpeaker:\u00a0Divya Mahajan<\/a><\/p>\n

Saturday, April 10<\/h3>\n

7:00 – 11:00 AM\u00a0| Workshop
\nWorkshop of Graph Neural Networks and Systems (GNNs) (2nd day)<\/strong><\/a>
\nProgram Committee:\u00a0Marc Brockschmidt<\/a>Opens in a new tab<\/span><\/p>\n

We currently have 100\u2019s of ML roles open across our teams in North America.\u00a0 Below is a sample, please check out our Careers at Microsoft | Microsoft jobs (opens in new tab)<\/span><\/a> for more openings.<\/p>\n

Additional job openings are available related to the Azure Hardware Architecture (AHA) group. AHA\u2019s mission is to architect the world\u2019s computer, driving the vision and architectural roadmap for Azure\u2019s hardware infrastructure. Check out the current openings here (opens in new tab)<\/span><\/a>.<\/p>\n

Opens in a new tab<\/span><\/p>\n","tab-content":[{"id":0,"name":"About","content":"Microsoft is proud to be a\u00a0sponsor\u00a0of\u00a0the\u00a0Fourth Conference on Machine Learning and Systems<\/a>.\u00a0See more details on our contributions below.\r\n\r\n \r\n\r\nAll the times listed below are in\u00a0Pacific\u00a0Daylight Time (PDT)<\/em>\r\n

Tuesday, April 6<\/h3>\r\n1:30\u00a0\u2013\u00a02:50\u00a0PM |\u00a0Communication and Storage\r\nIn-network Aggregation for Shared Machine Learning Clusters<\/strong><\/a> | *Outstanding Paper Award Winner<\/em>\r\nNadeen Gebara, Manya Ghobadi, Paolo Costa<\/a>\r\nPoster Session: April <\/i>6<\/i>\r\n\r\n1:30\u00a0\u2013 2:50\u00a0PM |\u00a0Training (I)\r\nScaling Distributed Training with Adaptive Summation<\/strong>\r\nSaeed Maleki<\/a>,\u00a0Madan Musuvathi<\/a>,\u00a0Todd Mytkowicz<\/a>,\u00a0Olli Saarikivi<\/a>,\u00a0Tianju Xu<\/b>,\u00a0Vadim Eksarevskiy<\/a>,\u00a0Jaliya Ekanayake<\/a>,\u00a0Emad Barsoum<\/a>\r\nPoster Session: April\u00a0<\/i>6<\/i>\r\n\r\n5:00\u00a0\u2013 6:00 PM |\u00a0Poster\r\nScaling Distributed Training with Adaptive Summation<\/strong>\r\nSaeed Maleki<\/a>,\u00a0Madan Musuvathi<\/a>,\u00a0Todd Mytkowicz<\/a>,\u00a0Olli Saarikivi<\/a>,\u00a0Tianju Xu<\/b>,\u00a0Vadim Eksarevskiy<\/a>,\u00a0Jaliya Ekanayake<\/a>,\u00a0Emad Barsoum<\/a>\r\nOral Session: April <\/i>6<\/i>\r\n\r\nIn-network Aggregation for Shared Machine Learning Clusters<\/strong><\/a> | *Outstanding Paper Award Winner<\/em>\r\nNadeen Gebara, Manya Ghobadi, Paolo Costa<\/a>\r\nOral Session: April <\/i>6<\/i>\r\n

Thursday, April 8<\/h3>\r\n1:30\u00a0\u2013\u00a02:50 PM | Tools\r\nFLAML: A Fast and Lightweight\u00a0AutoML\u00a0Library<\/strong>\r\nChi\u00a0Wang<\/a>,\u00a0Qingyun\u00a0Wu<\/a>,\u00a0Markus\u00a0Weimer<\/a>,\u00a0Erkang\u00a0Zhu<\/a>\r\nPoster Session: April 8<\/i>\r\n\r\nTo Bridge Neural Network Design and Real-World Performance: A\u00a0Behaviour\u00a0Study for Neural Networks<\/strong>\r\nXiaohu\u00a0Tang,\u00a0Shihao\u00a0Han,\u00a0Li\u00a0Lyna\u00a0Zhang<\/a>,\u00a0Ting Cao<\/a>,\u00a0Yunxin\u00a0Liu<\/a>\r\nPoster Session: April 8<\/i>\r\n\r\n5:00\u00a0\u2013\u00a06:00 PM |\u00a0Poster\r\nFLAML: A Fast and Lightweight\u00a0AutoML\u00a0Library<\/strong><\/a>\r\nChi\u00a0Wang<\/a>,\u00a0Qingyun\u00a0Wu<\/a>,\u00a0Markus Weimer<\/a>,\u00a0Erkang\u00a0Zhu<\/a>\r\nOral Session: April 8<\/i>\r\n\r\nTo Bridge Neural Network Design and Real-World Performance: A\u00a0Behaviour\u00a0Study for Neural Networks<\/strong>\r\nXiaohu\u00a0Tang,\u00a0Shihao\u00a0Han,\u00a0Li\u00a0Lyna\u00a0Zhang<\/a>,\u00a0Ting Cao<\/a>,\u00a0Yunxin\u00a0Liu<\/a>\r\nOral Session: April 8<\/i>\r\n

Friday, April 9<\/h3>\r\n7:00\u00a0\u2013\u00a011:00 AM | Workshop\r\nWorkshop of Graph Neural Networks and Systems (GNNs)<\/strong><\/a>\r\nProgram Committee:\u00a0Marc Brockschmidt<\/a>\r\n\r\n8:00\u00a0AM\u00a0\u2013\u00a05:00 PM\u00a0| Workshop\r\nJournal of Opportunities, Unexpected limitations, Retrospectives, Negative results, and Experiences<\/strong><\/a>\r\nOrganizers:\u00a0Abhishek Gupta<\/a>, Udit Gupta, Mayoore Jaiswal, Lillian Pentecost, Shagun Sodhani, David Brooks, and Joelle Pineau\r\n\r\n4:00 PM \u2013 5:45 PM | Workshop\r\n\u201c<\/strong>Accelerated Learning by Exploiting Popular Choices<\/strong><\/a>\u201d | <\/strong>PeRSonAl @ MLSys 2021<\/strong><\/a>\r\nSpeaker:\u00a0Divya Mahajan<\/a>\r\n

Saturday, April 10<\/h3>\r\n7:00 - 11:00 AM\u00a0| Workshop\r\nWorkshop of Graph Neural Networks and Systems (GNNs) (2nd day)<\/strong><\/a>\r\nProgram Committee:\u00a0Marc Brockschmidt<\/a>"},{"id":1,"name":"Career opportunities","content":"

We currently have 100\u2019s of ML roles open across our teams in North America.\u00a0 Below is a sample, please check out our Careers at Microsoft | Microsoft jobs<\/a> for more openings.<\/p>\r\n

Additional job openings are available related to the Azure Hardware Architecture (AHA) group. AHA\u2019s mission is to architect the world\u2019s computer, driving the vision and architectural roadmap for Azure\u2019s hardware infrastructure. Check out the current openings here<\/a>.<\/p>"}],"msr_startdate":"2021-04-05","msr_enddate":"2021-04-10","msr_event_time":"","msr_location":"Virtual","msr_event_link":"","msr_event_recording_link":"","msr_startdate_formatted":"April 5, 2021","msr_register_text":"Watch now","msr_cta_link":"","msr_cta_text":"","msr_cta_bi_name":"","featured_image_thumbnail":"\"Microsoft","event_excerpt":"Microsoft is proud to be a\u00a0sponsor\u00a0of\u00a0the\u00a0Fourth Conference on Machine Learning and Systems.\u00a0See more details on our contributions and career opportunities.","msr_research_lab":[],"related-researchers":[],"msr_impact_theme":[],"related-academic-programs":[],"related-groups":[],"related-projects":[],"related-opportunities":[],"related-publications":[],"related-videos":[],"related-posts":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-event\/735139","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-event"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-event"}],"version-history":[{"count":6,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-event\/735139\/revisions"}],"predecessor-version":[{"id":1146883,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-event\/735139\/revisions\/1146883"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/392255"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=735139"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=735139"},{"taxonomy":"msr-region","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-region?post=735139"},{"taxonomy":"msr-event-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-event-type?post=735139"},{"taxonomy":"msr-video-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video-type?post=735139"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=735139"},{"taxonomy":"msr-program-audience","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-program-audience?post=735139"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=735139"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=735139"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}