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One for One, or All for All: Equilibria and Optimality of Collaboration in Federated Learning


Mar 04, 2021
Avrim Blum, Nika Haghtalab, Richard Lanas Phillips, Han Shao


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WILDS: A Benchmark of in-the-Wild Distribution Shifts


Dec 14, 2020
Pang Wei Koh, Shiori Sagawa, Henrik Marklund, Sang Michael Xie, Marvin Zhang, Akshay Balsubramani, Weihua Hu, Michihiro Yasunaga, Richard Lanas Phillips, Sara Beery, Jure Leskovec, Anshul Kundaje, Emma Pierson, Sergey Levine, Chelsea Finn, Percy Liang


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Disentangling Influence: Using Disentangled Representations to Audit Model Predictions


Jun 20, 2019
Charles T. Marx, Richard Lanas Phillips, Sorelle A. Friedler, Carlos Scheidegger, Suresh Venkatasubramanian


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