Solving Discounted Stochastic Two-Player Games with Near-Optimal Time and Sample Complexity

29 August 2019

Mengdi Wang

Papers citing "Solving Discounted Stochastic Two-Player Games with Near-Optimal Time and Sample Complexity"

28 / 28 papers shown

Title
Multi-Player Zero-Sum Markov Games with Networked Separable Interactions Chanwoo Park Kai Zhang Asuman Ozdaglar 35 8 0 13 Jul 2023
A New Policy Iteration Algorithm For Reinforcement Learning in Zero-Sum Markov Games Anna Winnicki R. Srikant 37 1 0 17 Mar 2023
Can We Find Nash Equilibria at a Linear Rate in Markov Games? Zhuoqing Song Jason D. Lee Zhuoran Yang 34 8 0 03 Mar 2023
$$O(T^{-1})$ Convergence of Optimistic-Follow-the-Regularized-Leader in Two-Player Zero-Sum Markov Games$ $O(T^{-1})$ Convergence of Optimistic-Follow-the-Regularized-Leader in Two-Player Zero-Sum Markov Games Yuepeng Yang Cong Ma 42 14 0 26 Sep 2022
Minimax-Optimal Multi-Agent RL in Markov Games With a Generative Model Gen Li Yuejie Chi Yuting Wei Yuxin Chen 37 18 0 22 Aug 2022
Regret Minimization and Convergence to Equilibria in General-sum Markov Games Liad Erez Tal Lancewicki Uri Sherman Tomer Koren Yishay Mansour 51 25 0 28 Jul 2022
Policy Optimization for Markov Games: Unified Framework and Faster Convergence Runyu Zhang Qinghua Liu Haiquan Wang Caiming Xiong Na Li Yu Bai 32 26 0 06 Jun 2022
The Complexity of Markov Equilibrium in Stochastic Games C. Daskalakis Noah Golowich Kai Zhang 41 56 0 08 Apr 2022
Near-Optimal Learning of Extensive-Form Games with Imperfect Information Yunru Bai Chi Jin Song Mei Tiancheng Yu 26 26 0 03 Feb 2022
When is Offline Two-Player Zero-Sum Markov Game Solvable? Qiwen Cui S. Du OffRL 39 29 0 10 Jan 2022
Finite-Sample Analysis of Decentralized Q-Learning for Stochastic Games Zuguang Gao Qianqian Ma Tamer Bacsar J. Birge OffRL 27 7 0 15 Dec 2021
Independent Learning in Stochastic Games Asuman Ozdaglar M. O. Sayin Kai Zhang 21 22 0 23 Nov 2021
On Improving Model-Free Algorithms for Decentralized Multi-Agent Reinforcement Learning Weichao Mao Lin F. Yang Kai Zhang Tamer Bacsar 46 57 0 12 Oct 2021
Provably Efficient Reinforcement Learning in Decentralized General-Sum Markov Games Weichao Mao Tamer Basar 39 66 0 12 Oct 2021
Robustness and sample complexity of model-based MARL for general-sum Markov games Jayakumar Subramanian Amit Sinha Aditya Mahajan 32 8 0 05 Oct 2021
A Bayesian Learning Algorithm for Unknown Zero-sum Stochastic Games with an Arbitrary Opponent Mehdi Jafarnia-Jahromi Rahul Jain A. Nayyar 41 5 0 08 Sep 2021
On the Complexity of Computing Markov Perfect Equilibrium in General-Sum Stochastic Games Xiaotie Deng Ningyuan Li D. Mguni Jun Wang Yaodong Yang 26 46 0 04 Sep 2021
Towards General Function Approximation in Zero-Sum Markov Games Baihe Huang Jason D. Lee Zhaoran Wang Zhuoran Yang 38 47 0 30 Jul 2021
The Power of Exploiter: Provable Multi-Agent RL in Large State Spaces Chi Jin Qinghua Liu Tiancheng Yu 28 50 0 07 Jun 2021
Last-iterate Convergence of Decentralized Optimistic Gradient Descent/Ascent in Infinite-horizon Competitive Markov Games Chen-Yu Wei Chung-Wei Lee Mengxiao Zhang Haipeng Luo 35 82 0 08 Feb 2021
Online Learning in Unknown Markov Games Yi Tian Yuanhao Wang Tiancheng Yu S. Sra OffRL 17 13 0 28 Oct 2020
A Sharp Analysis of Model-based Reinforcement Learning with Self-Play Qinghua Liu Tiancheng Yu Yu Bai Chi Jin 34 121 0 04 Oct 2020
Model-Based Multi-Agent RL in Zero-Sum Markov Games with Near-Optimal Sample Complexity Kai Zhang Sham Kakade Tamer Bacsar Lin F. Yang 52 120 0 15 Jul 2020
Near-Optimal Reinforcement Learning with Self-Play Yunru Bai Chi Jin Tiancheng Yu 24 130 0 22 Jun 2020
On Reinforcement Learning for Turn-based Zero-sum Markov Games Devavrat Shah Varun Somani Qiaomin Xie Zhi Xu 21 11 0 25 Feb 2020
Learning Zero-Sum Simultaneous-Move Markov Games Using Function Approximation and Correlated Equilibrium Qiaomin Xie Yudong Chen Zhaoran Wang Zhuoran Yang 41 124 0 17 Feb 2020
Provable Self-Play Algorithms for Competitive Reinforcement Learning Yu Bai Chi Jin SSL 22 148 0 10 Feb 2020
Multi-Agent Reinforcement Learning: A Selective Overview of Theories and Algorithms Kai Zhang Zhuoran Yang Tamer Basar 68 1,184 0 24 Nov 2019