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Finite-Time Analysis for Double Q-learning

Oct 12, 2020
Huaqing Xiong, Lin Zhao, Yingbin Liang, Wei Zhang

* Accepted to NeurIPS 2020. The camera-ready version will include additional updates 

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Momentum Q-learning with Finite-Sample Convergence Guarantee

Jul 30, 2020
Bowen Weng, Huaqing Xiong, Lin Zhao, Yingbin Liang, Wei Zhang


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Analysis of Q-learning with Adaptation and Momentum Restart for Gradient Descent

Jul 15, 2020
Bowen Weng, Huaqing Xiong, Yingbin Liang, Wei Zhang

* Proceedings of the Twenty-Ninth International Joint Conference IJCAI20 (2020) 3051-3057 
* This paper extends the work presented at the 2020 International Joint Conferences on Artificial Intelligence with supplementary materials 

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Non-asymptotic Convergence of Adam-type Reinforcement Learning Algorithms under Markovian Sampling

Feb 15, 2020
Huaqing Xiong, Tengyu Xu, Yingbin Liang, Wei Zhang


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Accelerated Target Updates for Q-learning

May 11, 2019
Bowen Weng, Huaqing Xiong, Wei Zhang

* We need further adjustment of some parts of the papaer 

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