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Ruosong Wang

Preference-based Reinforcement Learning with Finite-Time Guarantees

Jun 16, 2020
Yichong Xu, Ruosong Wang, Lin F. Yang, Aarti Singh, Artur Dubrawski

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* 22 pages, 2 figures

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Nearly Linear Row Sampling Algorithm for Quantile Regression

Jun 15, 2020
Yi Li, Ruosong Wang, Lin Yang, Hanrui Zhang

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* Accepted to ICML 2020

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Provably Efficient Reinforcement Learning with General Value Function Approximation

May 21, 2020
Ruosong Wang, Ruslan Salakhutdinov, Lin F. Yang

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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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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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Continuous Control with Contexts, Provably

Oct 30, 2019
Simon S. Du, Ruosong Wang, Mengdi Wang, Lin F. Yang

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