Yuxin Chen

University of Pennsylvania

United States

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Articles (10)

Year:

2023

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2023

Year:

2023

Year:

2023

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2023

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2023

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2023

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2022

Year:

2022

Year:

2022

Collaborators (4)

Jianqing Fan

Princeton University

UNITED STATES

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Yuting Wei

Assistant Professor

University of Pennsylvania

UNITED STATES

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Changxiao Cai

Assistant Professor

University of Michigan

UNITED STATES

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Yuejie Chi

Carnegie Mellon University

UNITED STATES

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Yuxin Chen

Research Interests

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Articles (10)

Breaking the Sample Size Barrier in Model-Based Reinforcement Learning with a Generative Model

Is Q-Learning Minimax Optimal? A Tight Sample Complexity Analysis

Softmax policy gradient methods can take exponential time to converge

The Efficacy of Pessimism in Asynchronous Q-Learning

Uncertainty Quantification for Nonconvex Tensor Completion: Confidence Intervals, Heteroscedasticity and Optimality

Policy Mirror Descent for Regularized Reinforcement Learning: A Generalized Framework with Linear Convergence

Breaking the sample complexity barrier to regret-optimal model-free reinforcement learning

Fast Global Convergence of Natural Policy Gradient Methods with Entropy Regularization

Nonconvex Low-Rank Tensor Completion from Noisy Data

Sample Complexity of Asynchronous Q-Learning: Sharper Analysis and Variance Reduction

Collaborators (4)

Jianqing Fan

Yuting Wei

Changxiao Cai

Yuejie Chi

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