Name: An Odd Estimator for Shapley Values (Teal Witter, CMC)
Start: 2026-03-09T16:15:00-07:00
End: 2026-03-09T17:15:00-07:00
Location: Emmy Noether Room, Estella 1021, Pomona College,

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March 9 @ 4:15 pm - 5:15 pm

An Odd Estimator for Shapley Values (Teal Witter, CMC)

Emmy Noether Room, Estella 1021, Pomona College, 610 N. College Ave., Claremont

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Monday, March 9, 2026

March 9, 2026 4:15 pm - 5:15 pm

An Odd Estimator for Shapley Values (Teal Witter, CMC)

March 9 @ 4:15 pm - 5:15 pm

An Odd Estimator for Shapley Values (Teal Witter, CMC)

Abstract: The Shapley value is a ubiquitous framework for attribution in machine learning, encompassing feature importance, data valuation, and causal inference. However, its exact computation is generally intractable, necessitating efficient approximation methods. While the most effective and popular estimators leverage the paired sampling heuristic to reduce estimation error, the theoretical mechanism driving this improvement has […]

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