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Lin F. Yang

Is Plug-in Solver Sample-Efficient for Feature-based Reinforcement Learning?

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Oct 17, 2020
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Toward the Fundamental Limits of Imitation Learning

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Sep 13, 2020
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Obtaining Adjustable Regularization for Free via Iterate Averaging

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Aug 15, 2020
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Model-Based Multi-Agent RL in Zero-Sum Markov Games with Near-Optimal Sample Complexity

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Jul 15, 2020
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On Reward-Free Reinforcement Learning with Linear Function Approximation

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Jun 19, 2020
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Reinforcement Learning with General Value Function Approximation: Provably Efficient Approach via Bounded Eluder Dimension

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Jun 19, 2020
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$Q$-learning with Logarithmic Regret

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Jun 16, 2020
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Preference-based Reinforcement Learning with Finite-Time Guarantees

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Jun 16, 2020
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Model-Based Reinforcement Learning with Value-Targeted Regression

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Jun 01, 2020
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Is Long Horizon Reinforcement Learning More Difficult Than Short Horizon Reinforcement Learning?

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May 01, 2020
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