{"id":663327,"date":"2020-05-29T15:07:04","date_gmt":"2020-05-29T22:07:04","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-group&#038;p=663327"},"modified":"2025-12-09T09:20:26","modified_gmt":"2025-12-09T17:20:26","slug":"fate-montreal","status":"publish","type":"msr-group","link":"https:\/\/www.microsoft.com\/en-us\/research\/theme\/fate-montreal\/","title":{"rendered":"FATE | Montr\u00e9al"},"content":{"rendered":"<section class=\"mb-3 moray-highlight\">\n\t<div class=\"card-img-overlay mx-lg-0\">\n\t\t<div class=\"card-background  has-background- card-background--full-bleed\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"3840\" height=\"1440\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2012\/12\/Theme-navy_FATE_header_12_2019_1920x720.png\" class=\"attachment-full size-full\" alt=\"MSR theme: Fairness, Accountability, Transparency and Ethics in AI (FATE)\" style=\"\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2012\/12\/Theme-navy_FATE_header_12_2019_1920x720.png 3840w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2012\/12\/Theme-navy_FATE_header_12_2019_1920x720-300x113.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2012\/12\/Theme-navy_FATE_header_12_2019_1920x720-1024x384.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2012\/12\/Theme-navy_FATE_header_12_2019_1920x720-768x288.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2012\/12\/Theme-navy_FATE_header_12_2019_1920x720-1536x576.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2012\/12\/Theme-navy_FATE_header_12_2019_1920x720-2048x768.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2012\/12\/Theme-navy_FATE_header_12_2019_1920x720-1920x720.png 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2012\/12\/Theme-navy_FATE_header_12_2019_1920x720-1600x600.png 1600w\" sizes=\"auto, (max-width: 3840px) 100vw, 3840px\" \/>\t\t<\/div>\n\t\t<!-- Foreground -->\n\t\t<div class=\"card-foreground d-flex mt-md-n5 my-lg-5 px-g px-lg-0\">\n\t\t\t<!-- Container -->\n\t\t\t<div class=\"container d-flex mt-md-n5 my-lg-5 align-self-center\">\n\t\t\t\t<!-- Card wrapper -->\n\t\t\t\t<div class=\"w-100 w-lg-col-5\">\n\t\t\t\t\t<!-- Card -->\n\t\t\t\t\t<div class=\"card material-md-card py-5 px-md-5\">\n\t\t\t\t\t\t<div class=\"card-body \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/lab\/microsoft-research-montreal\/\" class=\"icon-link icon-link--reverse mb-2\" data-bi-cN=\"Return to Microsoft Research Lab \u2013 Montr\u00e9al\">\n\t\t\t\t\t\t\t\t\t<span class=\"c-glyph glyph-chevron-left\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t\t\t\tReturn to Microsoft Research Lab \u2013 Montr\u00e9al\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\n<h1 class=\"wp-block-heading h2\" id=\"fate-montreal\">FATE | Montr\u00e9al<\/h1>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n\n<p>The FATE (Fairness, Accountability, Transparency, and Ethics) group at MSR Montr\u00e9al is a new team that seeks to help align the uses of computational systems to broader goals in the service of social good, justice, and fairness. Our aim is to understand the limits of computational systems and their impacts on individuals and societies. To these ends, our team studies how societal issues like systemic bias and discriminatory behaviors are amplified by and manifest in complex real-world sociotechnical systems. We develop both quantitative and qualitative techniques to help mitigate such issues and guide the design and application of sociotechnical systems.<\/p>\n\n\n\n<p>We are also proud members of the broader&nbsp;<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/theme\/fate\/\">FATE<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/research-collection-responsible-ai\/\">Responsible AI<\/a> efforts at Microsoft Research.<\/p>\n\n\n\n<p>We frequently engage in collaborative, multidisciplinary research with both internal and external partners, as well as foster close collaborations with product groups (Bing, MS Office, Xbox, Microsoft Turing), aiming to bring in a deeper domain and product grounded perspective to the broader Responsible AI research community&#8217;s agenda. Our use-inspired, mixed-methods approach to research recognizes that the hard-to-operationalize, complex nature of many FATE challenges requires interdisciplinary mitigation strategies.<\/p>\n\n\n\n<p>Our current projects focus on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Responsible natural language generation (NLG) and issue discovery frameworks<\/li>\n\n\n\n<li>Objectionable behaviors, toxicity, and addiction in sociotechnical systems<\/li>\n\n\n\n<li>Harms in information systems and other multi-stakeholder environments<\/li>\n<\/ul>\n\n\n","protected":false},"excerpt":{"rendered":"<p>MSR\u202fMontr\u00e9al\u2019s\u202fFATE (fairness, accountability, transparency, and ethics)\u202fteam studies how societal problems like bias\u202fcan manifest in complex real-world sociotechnical systems, and how we can design these systems to better achieve goals and mitigate problems.<\/p>\n","protected":false},"featured_media":627624,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr_group_start":"","footnotes":""},"research-area":[13556,13559],"msr-group-type":[243688],"msr-locale":[268875],"msr-impact-theme":[],"class_list":["post-663327","msr-group","type-msr-group","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-research-area-social-sciences","msr-group-type-theme","msr-locale-en_us"],"msr_group_start":"","msr_detailed_description":"","msr_further_details":"","msr_hero_images":[],"msr_research_lab":[437514],"related-researchers":[],"related-publications":[1049067,923313,923319,923328,945261,945267,950433,951228,964446,980346,994458,996246,1030965,1049034,1049058,920544,1113531,1114071,1126449,1134753,1134768,1134889,1147476,1147478,1147480,1147483,1147506,1147535,1147541,710506,625320,627489,642165,644349,645714,646590,647082,651078,654621,663921,683943,683982,684486,583714,726181,750562,758296,763528,763549,833854,851488,851524,854574,894141,919095,919101,919683],"related-downloads":[],"related-videos":[747361],"related-projects":[],"related-events":[741676],"related-opportunities":[],"related-posts":[],"tab-content":[],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/663327","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-group"}],"version-history":[{"count":16,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/663327\/revisions"}],"predecessor-version":[{"id":1158048,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/663327\/revisions\/1158048"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/627624"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=663327"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=663327"},{"taxonomy":"msr-group-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group-type?post=663327"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=663327"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=663327"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}