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Ruosong Wang

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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Preference-based Reinforcement Learning with Finite-Time Guarantees

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Jun 16, 2020
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Nearly Linear Row Sampling Algorithm for Quantile Regression

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Jun 15, 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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Provably Efficient Exploration for RL with Unsupervised Learning

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Mar 15, 2020
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Agnostic Q-learning with Function Approximation in Deterministic Systems: Tight Bounds on Approximation Error and Sample Complexity

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Feb 17, 2020
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Optimism in Reinforcement Learning with Generalized Linear Function Approximation

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Dec 09, 2019
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Enhanced Convolutional Neural Tangent Kernels

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Nov 03, 2019
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Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning?

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Nov 03, 2019
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