{ "143954-21894310": { "datetime_modified":"20260119T092447", "datetime_start":"20260121T160000", "datetime_end":"20260121T170000", "has_end_time":1, "date_start":"2026-01-21", "date_end":"2026-01-21", "time_start":"16:00:00", "time_end":"17:00:00", "time_zone":"America\/Detroit", "event_title":"Student AIM Seminar: Sampling with Langevin Dynamics: Theory, Algorithms, and Limitations", "occurrence_title":"", "combined_title":"Student AIM Seminar: Sampling with Langevin Dynamics: Theory, Algorithms, and Limitations: Ian Augsburger", "event_subtitle":"Ian Augsburger", "event_type":"Workshop \/ Seminar", "event_type_id":"21", "description":"This talk introduces the overdamped Langevin stochastic differential equation as a method for sampling from complex probability distributions, with brief historical context from statistical physics. We begin by deriving the infinitesimal generator of the Langevin diffusion and the associated Fokker\u2013Planck equation, which governs the evolution of probability densities. This correspondence allows us to characterize invariant (stationary) distributions and to analyze qualitative dynamical behavior, including probability flow and transition times between modes of the distributions.\r\n\r\nExploiting the special Gibbs form of the stationary distribution, we show how overdamped Langevin dynamics can be used as a practical sampling mechanism for high-dimensional target distributions. We then compare classical Metropolis\u2013Hastings algorithms with Langevin-based methods, highlighting their respective strengths, such as improved scalability with data through gradient information, as well as their limitations, including discretization bias and sensitivity to step size. We conclude with remarks on challenges that arise when applying Langevin-based samplers to latent-variable models, such as latent Dirichlet allocation and tree-structured latent variable models, where other methods such as Variational Inference perform much quicker with great results.", "occurrence_notes":null, "guid":"143954-21894310@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/143954", "building_id":"1000166", "building_name":"East Hall", "campus_maps_id":"53", "room":"3088", "location_name":"East Hall", "has_livestream":0, "cost":"", "tags":["Applied Mathematics"], "website":"", "sponsors":[ { "group_name":"Student AIM Seminar - Department of Mathematics", "group_id":"4902", "website":"" }, { "group_name":"Department of Mathematics", "group_id":"3791", "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":21894310 } , "142237-21890255": { "datetime_modified":"20251126T124446", "datetime_start":"20260121T160000", "datetime_end":"20260121T170000", "has_end_time":1, "date_start":"2026-01-21", "date_end":"2026-01-21", "time_start":"16:00:00", "time_end":"17:00:00", "time_zone":"America\/Detroit", "event_title":"Thompson Sampling Algorithm for Stochastic Differential Games", "occurrence_title":"", "combined_title":"Thompson Sampling Algorithm for Stochastic Differential Games: Ruolan He, UM", "event_subtitle":"Ruolan He, UM", "event_type":"Workshop \/ Seminar", "event_type_id":"21", "description":"We study a stochastic differential game with $N$ competitive players in a linear-quadratic framework with ergodic cost, where $d$-dimensional diffusion processes govern the state dynamics with an unknown common drift (matrix). Assuming a Gaussian prior on the drift, we use filtering techniques to update its posterior estimates. Based on these estimates, we propose a Thompson-sampling-based algorithm with dynamic episode lengths to approximate strategies. We show that the Bayesian regret for each player has an error bound of order $O(\\sqrt{T\\log(T)})$, where $T$ is the time-horizon, independent of the number of players. This implies that average regret per unit time goes to zero. Finally, we prove that the algorithm results in a Nash equilibrium.", "occurrence_notes":null, "guid":"142237-21890255@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/142237", "building_id":"1000166", "building_name":"East Hall", "campus_maps_id":"53", "room":"1360", "location_name":"East Hall", "has_livestream":0, "cost":"", "tags":["Mathematics"], "website":"", "sponsors":[ { "group_name":"Financial\/Actuarial Mathematics Seminar - Department of Mathematics", "group_id":"4890", "website":"" }, { "group_name":"Department of Mathematics", "group_id":"3791", "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":21890255 } , "143802-21894054": { "datetime_modified":"20260324T085405", "datetime_start":"20260121T160000", "datetime_end":"20260121T170000", "has_end_time":1, "date_start":"2026-01-21", "date_end":"2026-01-21", "time_start":"16:00:00", "time_end":"17:00:00", "time_zone":"America\/Detroit", "event_title":"Unpacking the News with U-M Faculty Experts", "occurrence_title":"", "combined_title":"Unpacking the News with U-M Faculty Experts: Join U-M Faculty experts to discuss what's happening now", "event_subtitle":"Join U-M Faculty experts to discuss what's happening now", "event_type":"Meeting", "event_type_id":"14", "description":"Each session offers a space to pause, sort out what\u2019s happening, and engage in thoughtful, civil discussion with peers. Bring your questions, your curiosity, and your perspective\u2014no preparation required.\n\nJosh Pasek is Professor of Communication & Media and Political Science, Faculty Associate at the Center for Political Studies, Institute for Social Research, and Associate Director of the Michigan Institute for Data Science at the University of Michigan.", "occurrence_notes":null, "guid":"143802-21894054@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/143802", "building_id":"1000120", "building_name":"Michigan Union", "campus_maps_id":"191", "room":"Pond Room", "location_name":"Michigan Union", "has_livestream":0, "cost":"", "tags":["Education","Civic Engagement","Civic Learning","Culture","Free","In Person","Media","Politics","Social Impact","Talk","Undergraduate"], "website":"https:\/\/democracy.umich.edu\/", "sponsors":[ { "group_name":"Democracy & Civic Empowerment", "group_id":"5335", "website":"https:\/\/democracy.umich.edu\/" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2026\/03\/event_143802_original-1.png", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/event_large_2x\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2026\/03\/event_143802_original-1.png", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/group_thumb\/media\/attachments\/2026\/03\/event_143802_original-1.png", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/group_thumb_square\/media\/attachments\/2026\/03\/event_143802_original-1.png", "group_large":"https:\/\/events.umich.edu\/media\/cache\/group_large\/media\/attachments\/2026\/03\/event_143802_original-1.png", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/group_large_lightbox\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/event_large_crop\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_list":"https:\/\/events.umich.edu\/media\/cache\/event_list\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/event_grid_2x\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/event_feature_large\/media\/attachments\/2026\/03\/event_143802_original-1.png", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_feature_thumb\/media\/attachments\/2026\/03\/event_143802_original-1.png" }, "occurrence_count":13, "first_occurrence":21894053 } , "142916-21891805": { "datetime_modified":"20251218T141138", "datetime_start":"20260121T163000", "datetime_end":"20260121T180000", "has_end_time":1, "date_start":"2026-01-21", "date_end":"2026-01-21", "time_start":"16:30:00", "time_end":"18:00:00", "time_zone":"America\/Detroit", "event_title":"Build-A-Hug Buddy at Baits II", "occurrence_title":"", "combined_title":"Build-A-Hug Buddy at Baits II", "event_subtitle":"", "event_type":"Social \/ Informal Gathering", "event_type_id":"19", "description":"Celebrate National Hugging Day with the Baits II Diversity Peer Educator and Resident Advisors by making a stuffed animal! Take home your new fuzzy friend, enjoy free snacks, and connect with fellow residents.", "occurrence_notes":null, "guid":"142916-21891805@events.umich.edu", "permalink":"http:\/\/events.umich.edu\/event\/142916", "building_id":"1000511", "building_name":"Baits House II", "campus_maps_id":"162", "room":"Coman Lounge", "location_name":"Baits House II", "has_livestream":0, "cost":"", "tags":["Free Food","Crafts","Community Engagement"], "website":"https:\/\/www.instagram.com\/umichhousing\/?hl=en", "sponsors":[ { "group_name":"Michigan Housing Community Connections and Engagement", "group_id":"4577", "website":"" } ], "image_url":"https:\/\/events.umich.edu\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "styled_images":{ "event_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_thumb\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_large":"https:\/\/events.umich.edu\/media\/cache\/event_large\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_large_2x":"https:\/\/events.umich.edu\/media\/cache\/event_large_2x\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/event_large_lightbox\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "group_thumb":"https:\/\/events.umich.edu\/media\/cache\/group_thumb\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "group_thumb_square":"https:\/\/events.umich.edu\/media\/cache\/group_thumb_square\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "group_large":"https:\/\/events.umich.edu\/media\/cache\/group_large\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "group_large_lightbox":"https:\/\/events.umich.edu\/media\/cache\/group_large_lightbox\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_large_crop":"https:\/\/events.umich.edu\/media\/cache\/event_large_crop\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_list":"https:\/\/events.umich.edu\/media\/cache\/event_list\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_list_2x":"https:\/\/events.umich.edu\/media\/cache\/event_list_2x\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_grid":"https:\/\/events.umich.edu\/media\/cache\/event_grid\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_grid_2x":"https:\/\/events.umich.edu\/media\/cache\/event_grid_2x\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_feature_large":"https:\/\/events.umich.edu\/media\/cache\/event_feature_large\/media\/attachments\/2025\/12\/event_142916_original-1.jpg", "event_feature_thumb":"https:\/\/events.umich.edu\/media\/cache\/event_feature_thumb\/media\/attachments\/2025\/12\/event_142916_original-1.jpg" }, "occurrence_count":1, "first_occurrence":21891805 } , "138671-21891327": { "datetime_modified":"20260311T094357", "datetime_start":"20260121T163000", "datetime_end":"20260121T180000", "has_end_time":1, "date_start":"2026-01-21", "date_end":"2026-01-21", "time_start":"16:30:00", "time_end":"18:00:00", "time_zone":"America\/Detroit", "event_title":"First Year Success Seminar Series", "occurrence_title":"", "combined_title":"First Year Success Seminar Series: More W26 seminars are on the way! You can check back on this page for updates and use the same RSVP link to sign up.", "event_subtitle":"More W26 seminars are on the way! You can check back on this page for updates and use the same RSVP link to sign up.", "event_type":"Workshop \/ Seminar", "event_type_id":"21", "description":"Upcoming W26 topics include undergraduate research, alumni panels on majors and careers, graduate school pathways, student panels on internships\/co-op, and more! If you have any questions, please don't hesitate to contact the event organizer.\n\nUse the RSVP link to stay updated. \n\n\ud83d\udcbc Internships & Co-ops: How Students Land Them + What They Learn\nThu, March 26, 2026, 5\u20136pm\n\ud83d\udccd2150 Dow\n\n\u2022 Wondering how engineering students get internships or co-ops \u2014 and what those experiences are really like?\n\n\u2022 This student panel brings together undergraduates from different engineering majors (CEE, ME, NERS) to talk about how they found their roles, what skills they developed, and how internships and co-ops shape career exploration and future opportunities.\n\n\nPizza provided*. \ud83c\udf55 \n*To avoid food waste and ensure accurate food orders, please RSVP to the Google calendar invite (you'll receive it after you RSVP) if you do plan to join us (we hope you do!).", "occurrence_notes":"Pizza will be provided. 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All students are welcome.\nLearn how to flourish in the workplace by bringing your intersecting identities, talents, and skills to work\nEnjoya keynote speaker who will share their experiences and tips for succeeding in the workplace\nExplore business attire from the UCC Clothes Closet to use for interviews and networking events\nConnect with professionals and other students to learn what's happening in the world ofwork\nAsk questions and hear from a panel of employers about necessary skills, assessing organizational culture, useful on-campus experiences to consider, and more.\nTreat yourself to a slice of pizzaand a cookie while connecting with others.\u00a0\nFREE PADFOLIO *** For the first 20 students who share a testimonial about their conference experience & highlights (Video).***\nThank you to our Student Org Partners: Black Business Undergraduate Society,\u00a0Central Student Government,\u00a0First-Generation College Students @ Michigan,\u00a0First Generation Pre-Health Association,\u00a0Graduate Rackham International (GRIN), and\u00a0Out in STEMParticipating Employers: Ally Financial Inc.,\u00a0Amazon,\u00a0FTI Consulting, Teach for America, &\u00a0United Airlines.\u00a0\u00a0This event's information is shown in Handshake as well as on the Happening @ Michigan calendar so that it will be seen by a larger number of U-M Students. You can only register to attend this event within Handshake. 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