{ "153630-21916118": { "datetime_modified":"20261014T092959", "datetime_start":"20261023T100000", "datetime_end":"20261023T110000", "has_end_time":1, "date_start":"2026-10-23", "date_end":"2026-10-23", "time_start":"10:00:00", "time_end":"11:00:00", "time_zone":"America\/Detroit", "event_title":"Collaborative Intelligence: Learning Together from Heterogeneous Data and Language", "occurrence_title":"", "combined_title":"Collaborative Intelligence: Learning Together from Heterogeneous Data and Language: Raed Al Kontar", "event_subtitle":"Raed Al Kontar", "event_type":"Workshop \/ Seminar", "event_type_id":"21", "description":"Data are increasingly generated by many connected users, machines, and systems, which has led to explosive interest in collaborative analytics, such as federated learning, that borrow strength across diverse sources. To date, these efforts have focused mainly on predictive modeling. In this talk, I argue that collaboration, without untangling the nature of heterogeneity across users, can lead to swift and evident failures. Indeed, borrowing from the wrong sources can be worse than not collaborating at all. To this end, I present two frameworks that address two questions at the heart of collaboration: what to share, and whom to borrow from. First, we introduce Personalized PCA, a descriptive framework that extracts interpretable and identifiable features describing what is shared and what is unique across diverse datasets. Second, I bring language into the collaboration. When a new user has too little data to tell which collaborators are relevant, expert textual descriptions of the new system, often available yet overlooked, can fill the gap. Here, a large language model translates these descriptions into a prior over source relevance that guides learning when data are scarce and is gradually corrected as data accumulate. I conclude by highlighting future directions at the intersection of agentic AI, statistics, and decision making.", "occurrence_notes":null, "guid":"153630-21916118@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/153630", "building_id":"1000167", "building_name":"West Hall", "campus_maps_id":"163", "room":"340", "location_name":"West Hall", "has_livestream":0, "cost":"", "tags":["AEM Featured","seminar","statistics","Talk"], "website":"", "sponsors":[ { "group_name":"Department of Statistics Seminar Series", "group_id":"3585", "website":"" }, { "group_name":"Department of Statistics", "group_id":"3473", "website":"" } ], "image_url":"", "styled_images":{ "event_thumb":"", "event_large":"", "event_large_2x":"", "event_large_lightbox":"", "group_thumb":"", "group_thumb_square":"", "group_large":"", "group_large_lightbox":"", "event_large_crop":"", "event_list":"", "event_list_2x":"", "event_grid":"", "event_grid_2x":"", "event_feature_large":"", "event_feature_thumb":"" }, "occurrence_count":1, "first_occurrence":21916118 } , "150951-21910488": { "datetime_modified":"20260911T092936", "datetime_start":"20261023T100000", "datetime_end":"20261023T110000", "has_end_time":1, "date_start":"2026-10-23", "date_end":"2026-10-23", "time_start":"10:00:00", "time_end":"11:00:00", "time_zone":"America\/Detroit", "event_title":"Craft Lecture by Tisa Bryant", "occurrence_title":"", "combined_title":"Craft Lecture by Tisa Bryant", "event_subtitle":"", "event_type":"Lecture \/ Discussion", "event_type_id":"13", "description":"Zell Visiting Writers Series craft lecutures are free and open to the public and will be offered both virtually (via Zoom) and in person (Michigan League, Henderson Room 3rd floor). Seats are offered on a first come, first served basis; please arrive early to secure a spot. Login here (no pre-registration needed): https:\/\/myumi.ch\/ZellWriters26\n\nTisa Bryant is the author of *Unexplained Presence* (Leon Works, 2007), a collection of hybrid essays on black presences in film, literature and visual art. She is co-editor of the cross-referenced journal of narrative possibility, *The Encyclopedia Project*, and co-editor, with Ernest Hardy, of *War Diaries*, an anthology on black gay men\u2019s desire and survival, published in 2010 by AIDS Project Los Angeles, and a finalist for a 2010 LAMBDA literary award. Her essays have appeared in exhibition catalogs for visual artists Laylah Ali, Jaime Cortez, Wura-Natasha Ogunji, Sun\u00e9 Woods and Cauleen Smith, and is forthcoming in the anthology *Letters to the Future: Black Experimental Women Writers,* and in a catalogue of site-specific art from The New School. She has done numerous presentations of cinema essays, most recently at ALOUD's \"School of Prince\" event at the Los Angeles Public Library, and at \"Speak Nearby,\" a symposium of text and performance inspired by Trinh T. Minh-ha. Tisa Bryant was a commissioned writer\/researcher for Radio Imagination, Clockshop\u2019s year-long Los Angeles celebration of science fiction writer Octavia Butler, in collaboration with the Huntington Library in Pasadena, which houses the Octavia E. Butler Papers. She is working on *The Curator*, a novel of Black female subjectivity and imagined cinema. *Residual*, a meditation on grief, longing, desire and archival research, is forthcoming from Nightboat Books. \n\nFor any questions about the event or to share accommodation needs, please email zvwseries@umich.edu--we are eager to help ensure this event is inclusive to you. The building, event space, and restrooms are wheelchair accessible. Diaper changing tables are available in nearby restrooms. Gender-inclusive restroom is available on the third floor, Room 343T.\n\nASL interpreters and CART services at in-person events are available upon request; please email zvwseries@umich.edu at least two weeks prior to the event, whenever possible, to allow time to arrange services.\n\nU-M employees with a U-M parking permit may use the Church Street Parking Structure (525 Church St., Ann Arbor) or the Thompson Parking Structure (500 Thompson St., Ann Arbor). For Public Parking: The Maynard Street Public Parking Structure (324 Maynard St., Ann Arbor) or The Forest Avenue Public Parking Structure (650 South Forest Ave., Ann Arbor) . 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We examine a major reform in Medicare Advantage that links subsidies to quality through two distinct policy parameters. We develop and estimate a structural model of demand and firm behavior to evaluate the reform, decompose its effects, and compare alternative quality-linked subsidy designs. A central finding is that a subsidy design that links product quality to both the subsidy level and the pass-through from firm prices to subsidized consumer prices can simultaneously raise quality and lower prices.", "occurrence_notes":null, "guid":"151850-21912269@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/151850", "building_id":"1005177", "building_name":"North Quad", "campus_maps_id":"553", "room":"4300", "location_name":"North Quad", "has_livestream":0, "cost":"", "tags":["Economics","Industrial Organization","seminar"], "website":"http:\/\/www.lsa.umich.edu\/econ", "sponsors":[ { "group_name":"Department of Economics", "group_id":"3302", "website":"http:\/\/www.lsa.umich.edu\/econ" }, { "group_name":"Applied Microeconomics\/Industrial Organization", "group_id":"3545", "website":"" }, { "group_name":"Department of Economics Seminars", "group_id":"3566", "website":"" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2026\/10\/event_151850_original-2.png", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_thumb\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/event_large_2x\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2026\/10\/event_151850_original-2.png", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_thumb\/media\/attachments\/2026\/10\/event_151850_original-2.png", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_thumb_square\/media\/attachments\/2026\/10\/event_151850_original-2.png", "group_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_large\/media\/attachments\/2026\/10\/event_151850_original-2.png", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/resolve\/group_large_lightbox\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_large_crop\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_list":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_list\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_grid_2x\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_feature_large\/media\/attachments\/2026\/10\/event_151850_original-2.png", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/resolve\/event_feature_thumb\/media\/attachments\/2026\/10\/event_151850_original-2.png" }, "occurrence_count":1, "first_occurrence":21912269 } , "150607-21909703": { "datetime_modified":"20260820T111532", "datetime_start":"20261023T100000", "datetime_end":"20261023T110000", "has_end_time":1, "date_start":"2026-10-23", "date_end":"2026-10-23", "time_start":"10:00:00", "time_end":"11:00:00", "time_zone":"America\/Detroit", "event_title":"Guided Tour of the Clements Library", "occurrence_title":"", "combined_title":"Guided Tour of the Clements Library", "event_subtitle":"", "event_type":"Tours", "event_type_id":"25", "description":"Join us this Parent and Family Weekend for a guided tour to learn more about the Clements\u2019 early American history collections. Highlights include viewing of Benjamin West\u2019s iconic painting \u201cDeath of General Wolfe,\u201d a Revolutionary War-era trunk that once housed General Gage\u2019s papers, and viewing our current exhibit Who Counts? A History of Voting in America! To register or get more information about this event, please contact the Development team at clemdevcom@umich.edu.", "occurrence_notes":"Arrive at our North Entrance to check-in for your tour. This entrance is accessible and an elevator is available to move between floors.", "guid":"150607-21909703@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/150607", "building_id":"1000159", "building_name":"William Clements Library", "campus_maps_id":"165", "room":"", "location_name":"William Clements Library", "has_livestream":0, "cost":"", "tags":["american history","Americana","Event","Exhibit","Exhibition","Free","history","Humanities","In Person","Library","Tour","William L Clements"], "website":"https:\/\/lp.constantcontactpages.com\/ev\/reg\/ydj5d4j", "sponsors":[ { "group_name":"William L. 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