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Simultaneously Learning Stochastic and Adversarial Episodic MDPs with Known Transition

Jun 10, 2020
Tiancheng Jin, Haipeng Luo


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Learning Adversarial MDPs with Bandit Feedback and Unknown Transition

Jan 07, 2020
Chi Jin, Tiancheng Jin, Haipeng Luo, Suvrit Sra, Tiancheng Yu

* Improved the algorithm with a tighter confidence set 

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Deep Reinforcement Learning for Multi-Driver Vehicle Dispatching and Repositioning Problem

Nov 25, 2019
John Holler, Risto Vuorio, Zhiwei Qin, Xiaocheng Tang, Yan Jiao, Tiancheng Jin, Satinder Singh, Chenxi Wang, Jieping Ye

* ICDM 2019 Short Paper 

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