Momentum Q-learning with Finite-Sample Convergence Guarantee

Momentum Q-learning with Finite-Sample Convergence Guarantee

30 July 2020

Wei Zhang

Papers citing "Momentum Q-learning with Finite-Sample Convergence Guarantee"

15 / 15 papers shown

Title
Analysis of Q-learning with Adaptation and Momentum Restart for Gradient Descent Chuhan Wu Fangzhao Wu Tao Qi Yongfeng Huang 27 25 0 15 Jul 2020
Sample Complexity of Asynchronous Q-Learning: Sharper Analysis and Variance Reduction Gen Li Yuting Wei Yuejie Chi Yuantao Gu Yuxin Chen OffRL 80 116 0 04 Jun 2020
Periodic Q-Learning Dong-hwan Lee Niao He OOD 17 13 0 23 Feb 2020
Non-asymptotic Convergence of Adam-type Reinforcement Learning Algorithms under Markovian Sampling Huaqing Xiong Tengyu Xu Yingbin Liang Wei Zhang 35 33 0 15 Feb 2020
Finite-Time Analysis of Asynchronous Stochastic Approximation and $Q$ -Learning Guannan Qu Adam Wierman 4 109 0 01 Feb 2020
A Finite-Time Analysis of Q-Learning with Neural Network Function Approximation Pan Xu Quanquan Gu 34 66 0 10 Dec 2019
A Unified Switching System Perspective and O.D.E. Analysis of Q-Learning Algorithms Dong-hwan Lee Niao He 40 28 0 04 Dec 2019
Momentum in Reinforcement Learning Nino Vieillard B. Scherrer Olivier Pietquin Matthieu Geist 11 35 0 21 Oct 2019
$Stochastic approximation with cone-contractive operators: Sharp $\ell_\infty$-bounds for $Q$-learning$ Stochastic approximation with cone-contractive operators: Sharp $\ell_\infty$ -bounds for $Q$ -learning Martin J. Wainwright 24 105 0 15 May 2019
Finite-Sample Analysis for SARSA with Linear Function Approximation Shaofeng Zou Tengyu Xu Yingbin Liang 39 147 0 06 Feb 2019
A Theoretical Analysis of Deep Q-Learning Jianqing Fan Zhuoran Yang Yuchen Xie Zhaoran Wang 53 601 0 01 Jan 2019
Reinforcement Learning Meets Hybrid Zero Dynamics: A Case Study for RABBIT Guillermo A. Castillo Bowen Weng Ayonga Hereid Wei Zhang 6 23 0 03 Oct 2018
A Finite Time Analysis of Temporal Difference Learning With Linear Function Approximation Jalaj Bhandari Daniel Russo Raghav Singal 80 336 0 06 Jun 2018
Q-learning with Nearest Neighbors Devavrat Shah Qiaomin Xie OffRL 37 78 0 12 Feb 2018
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 41 12,163 0 19 Dec 2013