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Simple Agent, Complex Environment: Efficient Reinforcement Learning with Agent State


Mar 08, 2021
Shi Dong, Benjamin Van Roy, Zhengyuan Zhou


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Provably Efficient Reinforcement Learning with Aggregated States


Dec 13, 2019
Shi Dong, Benjamin Van Roy, Zhengyuan Zhou


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Comments on the Du-Kakade-Wang-Yang Lower Bounds


Nov 18, 2019
Benjamin Van Roy, Shi Dong


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On the Performance of Thompson Sampling on Logistic Bandits


May 12, 2019
Shi Dong, Tengyu Ma, Benjamin Van Roy

* Accepted for presentation at the Conference on Learning Theory (COLT) 2019 

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An Information-Theoretic Analysis for Thompson Sampling with Many Actions


Oct 01, 2018
Shi Dong, Benjamin Van Roy


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