{"672817":{"#nid":"672817","#data":{"type":"event","title":"SCS Faculty Candidate Seminar- Kathleen Donahue","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003EName:\u003C\/strong\u003E Kathleen Donahue\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003EDate:\u003C\/strong\u003E Thursday, Feb. 15, 2024 at 11 a.m.\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ELocation:\u0026nbsp;\u003C\/strong\u003EKACB, 1116\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ETitle:\u0026nbsp;\u003C\/strong\u003EAI as a Resource: Strategy, Uncertainty, and Societal Welfare\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003EAbstract:\u0026nbsp;\u003C\/strong\u003EIn recent years, humanity has been faced with a new resource - artificial intelligence. AI can be a boon to society, or can also have negative impacts, especially with inappropriate use. My research agenda studies the societal impact of AI, particularly focusing on AI as a resource and on the strategic decisions that agents make in deciding how to use it. In this talk, I will consider some of the key strategic questions that arise in this framework: the decisions that agents make in jointly constructing and sharing AI models, and the decisions that they make in dividing tasks between their own expertise and the expertise of a model. The first of these questions has motivated my work on \u0022model-sharing games\u0022, which models scenarios such as federated learning or data cooperatives. In this setting, we view agents with data as game-theoretic players and analyze questions of stability, optimality, and fairness. Secondly, I will describe some of my work in modeling human-algorithm collaboration. In particular, I will describe work on best-item recovery in categorical prediction, showing how differential accuracy rates and anchoring on algorithmic suggestions can influence overall performance and describe some ongoing work inspired by human-LLM interaction.\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003EBio:\u0026nbsp;\u003C\/strong\u003EKate Donahue is a sixth year computer science PhD candidate at Cornell advised by Jon Kleinberg. She works on algorithmic problems relating to the societal impact of AI such as fairness, human\/AI collaboration and game-theoretic models of federated learning. Her work has been supported by an NSF fellowship and recognized by a FAccT Best Paper award. During her PhD, she has interned at Amazon, Google, and Microsoft Research.\u003C\/p\u003E\r\n","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003E\u003Cstrong\u003EName:\u003C\/strong\u003E Kathleen Donahue\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003EDate:\u003C\/strong\u003E Thursday, Feb. 15, 2024 at 11 a.m.\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ELocation:\u0026nbsp;\u003C\/strong\u003EKACB, 1116\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ETitle:\u0026nbsp;\u003C\/strong\u003EAI as a Resource: Strategy, Uncertainty, and Societal Welfare\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"SCS Faculty Candidate Seminar- Kathleen Donahue"}],"uid":"36532","created_gmt":"2024-02-07 19:56:31","changed_gmt":"2024-02-07 19:57:33","author":"Morgan Usry","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2024-02-15T11:00:00-05:00","event_time_end":"2024-02-15T12:00:00-05:00","event_time_end_last":"2024-02-15T12:00:00-05:00","gmt_time_start":"2024-02-15 16:00:00","gmt_time_end":"2024-02-15 17:00:00","gmt_time_end_last":"2024-02-15 17:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Klaus Advanced Computing Building, Rm. 1116","extras":[],"hg_media":{"673004":{"id":"673004","type":"image","title":"kate_photo (1).JPG","body":null,"created":"1707335798","gmt_created":"2024-02-07 19:56:38","changed":"1707335798","gmt_changed":"2024-02-07 19:56:38","alt":"Kathleen Donahue ","file":{"fid":"256344","name":"kate_photo (1).JPG","image_path":"\/sites\/default\/files\/2024\/02\/07\/kate_photo%20%281%29.JPG","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2024\/02\/07\/kate_photo%20%281%29.JPG","mime":"image\/jpeg","size":122657,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2024\/02\/07\/kate_photo%20%281%29.JPG?itok=iEKVLzgQ"}}},"media_ids":["673004"],"groups":[{"id":"322011","name":"College of Computing Events"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}}}