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Evaluating representations by the complexity of learning low-loss predictors

Sep 15, 2020
William F. Whitney, Min Jae Song, David Brandfonbrener, Jaan Altosaar, Kyunghyun Cho

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Overfitting and Optimization in Offline Policy Learning

Jun 27, 2020
David Brandfonbrener, William F. Whitney, Rajesh Ranganath, Joan Bruna

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Frequentist Regret Bounds for Randomized Least-Squares Value Iteration

Nov 01, 2019
Andrea Zanette, David Brandfonbrener, Matteo Pirotta, Alessandro Lazaric

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On the Expected Dynamics of Nonlinear TD Learning

May 29, 2019
David Brandfonbrener, Joan Bruna

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