{"id":756487,"date":"2021-06-23T15:29:10","date_gmt":"2021-06-23T22:29:10","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-group&p=756487"},"modified":"2024-07-09T10:11:03","modified_gmt":"2024-07-09T17:11:03","slug":"privacy-in-ai","status":"publish","type":"msr-group","link":"https:\/\/www.microsoft.com\/en-us\/research\/group\/privacy-in-ai\/","title":{"rendered":"Privacy in AI (PAI)"},"content":{"rendered":"
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\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\tReturn to Microsoft Research Lab – Redmond\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

Privacy in AI (PAI)<\/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

The Microsoft Research Privacy in AI group explores questions related to Privacy-Preserving Machine Learning and Federated Learning. Some of the topics of interest covering research areas in PPML and FL are:<\/p>\n\n\n\n

    \n
  • Privacy attacks, including membership inference, poisoning attacks, and reconstruction attacks<\/li>\n\n\n\n
  • Privacy metrics and properties of machine learning pipelines<\/li>\n\n\n\n
  • Privacy mitigations in machine learning, such as differentially private model training<\/li>\n\n\n\n
  • Causal Federated Learning<\/li>\n\n\n\n
  • Federated optimization<\/li>\n\n\n\n
  • Multi-party data collaboration<\/li>\n\n\n\n
  • Privacy in Federated Learning<\/li>\n\n\n\n
  • Adversarial robustness in Federated Learning<\/li>\n\n\n\n
  • Hierarchical training<\/li>\n\n\n\n
  • Genetic algorithms for Federated Learning<\/li>\n<\/ul>\n\n\n\n

    <\/p>\n\n\n","protected":false},"excerpt":{"rendered":"

    Privacy in AI group explores questions related to user privacy and confidentiality in machine learning.<\/p>\n","protected":false},"featured_media":794594,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr_group_start":"2020-07-01","footnotes":""},"research-area":[13558],"msr-group-type":[243694],"msr-locale":[268875],"msr-impact-theme":[],"class_list":["post-756487","msr-group","type-msr-group","status-publish","has-post-thumbnail","hentry","msr-research-area-security-privacy-cryptography","msr-group-type-group","msr-locale-en_us"],"msr_group_start":"2020-07-01","msr_detailed_description":"","msr_further_details":"","msr_hero_images":[],"msr_research_lab":[199565],"related-researchers":[{"type":"user_nicename","display_name":"Gbola Afonja","user_id":42846,"people_section":"Section name 0","alias":"gafonja"},{"type":"user_nicename","display_name":"Mirian Hipolito Garcia","user_id":40483,"people_section":"Section name 0","alias":"mirianh"},{"type":"user_nicename","display_name":"Huseyin Atahan Inan","user_id":40426,"people_section":"Section name 0","alias":"huinan"},{"type":"user_nicename","display_name":"Daniel Jones","user_id":41030,"people_section":"Section name 0","alias":"jonesdaniel"},{"type":"user_nicename","display_name":"Daniel Eduardo Madrigal Diaz","user_id":40480,"people_section":"Section name 0","alias":"danielmad"},{"type":"user_nicename","display_name":"Robert Sim","user_id":36650,"people_section":"Section name 0","alias":"rsim"},{"type":"user_nicename","display_name":"Lukas Wutschitz","user_id":38775,"people_section":"Section name 0","alias":"luwutsch"}],"related-publications":[786691,957018,900579,900555,879525,864054,851473,846901,837859,830107,790535,658515,785137,781984,767728,762406,752071,750094,722395,658527,658521],"related-downloads":[],"related-videos":[],"related-projects":[866259,658488],"related-events":[],"related-opportunities":[],"related-posts":[842272,916938],"tab-content":[],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/756487","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":21,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/756487\/revisions"}],"predecessor-version":[{"id":1054647,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/756487\/revisions\/1054647"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/794594"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=756487"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=756487"},{"taxonomy":"msr-group-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group-type?post=756487"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=756487"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=756487"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}