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Chelsea Finn

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Distribution Shift as Underspecification, and What We Might Do About ItDeep Learning Theory Workshop and Summer School 20222022-08-01
Proposes DivDis which trains multiple hypotheses by minimizing training loss while maximizing disagreement on unlabeled target examples then disambiguates with…
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Flexible Neural Networks and the Frontiers of Meta-LearningEmerging Challenges in Deep Learning (Simons Institute workshop, 2019)2019-08-05
Shows a concrete method — MAML — that learns an initialization so models fine-tune on one to five gradient steps and solve true few-shot problems (5-way 1-shot…
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