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06/20/2019
Near-optimal Bayesian Solution For Unknown Discrete Markov Decision Process
We tackle the problem of acting in an unknown finite and discrete Markov...
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06/20/2019
Near-optimal Reinforcement Learning using Bayesian Quantiles
We study model-based reinforcement learning in finite communicating Mark...
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06/04/2019
Near-Optimal Online Egalitarian learning in General Sum Repeated Matrix Games
We study two-player general sum repeated finite games where the rewards ...
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05/29/2019
Differential Privacy for Multi-armed Bandits: What Is It and What Is Its Cost?
We introduce a number of privacy definitions for the multi-armed bandit ...
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05/27/2019
Near-optimal Optimistic Reinforcement Learning using Empirical Bernstein Inequalities
We study model-based reinforcement learning in an unknown finite communi...
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11/27/2015
Algorithms for Differentially Private Multi-Armed Bandits
We present differentially private algorithms for the stochastic Multi-Ar...
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08/09/2014