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Simon S. Du

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When is Particle Filtering Efficient for POMDP Sequential Planning?

Jun 10, 2020
Simon S. Du, Wei Hu, Zhiyuan Li, Ruoqi Shen, Zhao Song, Jiajun Wu

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Is Long Horizon Reinforcement Learning More Difficult Than Short Horizon Reinforcement Learning?

May 01, 2020
Ruosong Wang, Simon S. Du, Lin F. Yang, Sham M. Kakade

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Provably Efficient Exploration for RL with Unsupervised Learning

Mar 15, 2020
Fei Feng, Ruosong Wang, Wotao Yin, Simon S. Du, Lin F. Yang

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Provable Representation Learning for Imitation Learning via Bi-level Optimization

Feb 24, 2020
Sanjeev Arora, Simon S. Du, Sham Kakade, Yuping Luo, Nikunj Saunshi

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Over-parameterized Adversarial Training: An Analysis Overcoming the Curse of Dimensionality

Feb 24, 2020
Yi Zhang, Orestis Plevrakis, Simon S. Du, Xingguo Li, Zhao Song, Sanjeev Arora

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Few-Shot Learning via Learning the Representation, Provably

Feb 21, 2020
Simon S. Du, Wei Hu, Sham M. Kakade, Jason D. Lee, Qi Lei

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

Feb 17, 2020
Simon S. Du, Jason D. Lee, Gaurav Mahajan, Ruosong Wang

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Optimism in Reinforcement Learning with Generalized Linear Function Approximation

Dec 09, 2019
Yining Wang, Ruosong Wang, Simon S. Du, Akshay Krishnamurthy

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Enhanced Convolutional Neural Tangent Kernels

Nov 03, 2019
Zhiyuan Li, Ruosong Wang, Dingli Yu, Simon S. Du, Wei Hu, Ruslan Salakhutdinov, Sanjeev Arora

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