{"651840":{"#nid":"651840","#data":{"type":"event","title":"GVU Center Brown Bag: Q. Vera Liao \u2014 Human-Centered Explainable AI (XAI): From Algorithms to User Experiences","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003EAbstract:\u003C\/strong\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003EArtificial Intelligence technologies are increasingly used to make decisions and perform autonomous tasks in critical domains. The need to understand AI in order to improve, contest, develop appropriate trust and better interact with AI systems has spurred great academic and public interest in Explainable AI (XAI). The technical field of XAI has produced a vast collection of algorithms in recent years. However, explainability is an inherently human-centric property and the field is starting to embrace human-centered approaches. Human-computer interaction (HCI) research and user experience (UX) design in this area are increasingly important especially as practitioners begin to leverage XAI algorithms to build XAI applications. In this talk, I will draw on our research and broad HCI work to highlight the central role that human-centered approaches should play in shaping XAI technologies, including to drive technical choices by understanding user needs, to uncover pitfalls of existing XAI methods, and to provide conceptual frameworks for human-compatible XAI.\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u0026nbsp;\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ESpeaker Bio:\u003C\/strong\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003EQ. Vera Liao is a Principal Researcher at Microsoft Research Montreal. Her current interest is in human-AI interaction and explainable AI, with a focus on bridging state-of-the-art AI technologies and user-centered design practices. She serves as the Co-Editor-in-Chief for Springer HCI Series, on the Editorial Board of IJHCS and ACM TiiS, and has been on the Organizing Committee for IUI 2019 and CSCW 2021. Before joining MSR, she worked at IBM T.J. Watson Research Center.\u003C\/p\u003E\r\n\r\n\u003Cp\u003EWatch via BlueJeans Event: \u003Ca href=\u0022https:\/\/primetime.bluejeans.com\/a2m\/live-event\/wxgexbkb\u0022\u003Ehttps:\/\/primetime.bluejeans.com\/a2m\/live-event\/wxgexbkb\u003C\/a\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Ca href=\u0022https:\/\/gvu.gatech.edu\/events\u0022\u003ESchedule of Brown Bag Speakers Fall\u0026nbsp;2021\u003C\/a\u003E\u003C\/p\u003E\r\n","summary":null,"format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EQ. Vera Liao (Principal Researcher, Microsoft Research Montreal) presents\u0026nbsp;research and broad HCI work to highlight the central role that human-centered approaches should play in shaping XAI technologies and provides conceptual frameworks for human-compatible XAI.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"This seminar will draw on research and HCI work to highlight how human-centered approaches can shape XAI technologies."}],"uid":"33749","created_gmt":"2021-10-20 14:02:20","changed_gmt":"2021-10-28 19:18:02","author":"Dorie Taylor","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2021-11-04T13:30:00-04:00","event_time_end":"2021-11-04T14:20:00-04:00","event_time_end_last":"2021-11-04T14:20:00-04:00","gmt_time_start":"2021-11-04 17:30:00","gmt_time_end":"2021-11-04 18:20:00","gmt_time_end_last":"2021-11-04 18:20:00","rrule":null,"timezone":"America\/New_York"},"extras":[],"hg_media":{"651842":{"id":"651842","type":"image","title":"Q. Vera Liao Photo 2021","body":null,"created":"1634739371","gmt_created":"2021-10-20 14:16:11","changed":"1634755801","gmt_changed":"2021-10-20 18:50:01","alt":"","file":{"fid":"247316","name":"Liao_GoogleScholar Photo2021.jpeg","image_path":"\/sites\/default\/files\/images\/Liao_GoogleScholar%20Photo2021.jpeg","image_full_path":"http:\/\/www.tlwarc.hg.gatech.edu\/\/sites\/default\/files\/images\/Liao_GoogleScholar%20Photo2021.jpeg","mime":"image\/jpeg","size":12155,"path_740":"http:\/\/www.tlwarc.hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/images\/Liao_GoogleScholar%20Photo2021.jpeg?itok=HkmNMK0L"}}},"media_ids":["651842"],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1299","name":"GVU Center"},{"id":"69599","name":"IPaT"},{"id":"50876","name":"School of Interactive Computing"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"78771","name":"Public"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:gvu@cc.gatech.edu\u0022\u003Egvu@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E\r\n","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}}}