Mean-Field Controls with Q-learning for Cooperative MARL: Convergence and Complexity Analysis

10 February 2020

Papers citing "Mean-Field Controls with Q-learning for Cooperative MARL: Convergence and Complexity Analysis"

22 / 22 papers shown

Title
Mean-Field Sampling for Cooperative Multi-Agent Reinforcement Learning Emile Anand Ishani Karmarkar Guannan Qu 104 2 0 01 Dec 2024
Independent RL for Cooperative-Competitive Agents: A Mean-Field Perspective Muhammad Aneeq uz Zaman Alec Koppel Mathieu Laurière Tamer Basar 46 3 0 17 Mar 2024
On the Approximation of Cooperative Heterogeneous Multi-Agent Reinforcement Learning (MARL) using Mean Field Control (MFC) Washim Uddin Mondal Mridul Agarwal Vaneet Aggarwal S. Ukkusuri 53 43 0 09 Sep 2021
Natural Actor-Critic Converges Globally for Hierarchical Linear Quadratic Regulator Yuwei Luo Zhuoran Yang Zhaoran Wang Mladen Kolar 33 9 0 14 Dec 2019
Multi-Agent Reinforcement Learning: A Selective Overview of Theories and Algorithms Kai Zhang Zhuoran Yang Tamer Basar 110 1,197 0 24 Nov 2019
Model-Free Mean-Field Reinforcement Learning: Mean-Field MDP and Mean-Field Q-Learning René Carmona Mathieu Laurière Zongjun Tan OffRL 45 97 0 28 Oct 2019
Actor-Critic Provably Finds Nash Equilibria of Linear-Quadratic Mean-Field Games Zuyue Fu Zhuoran Yang Yongxin Chen Zhaoran Wang 76 54 0 16 Oct 2019
Linear-Quadratic Mean-Field Reinforcement Learning: Convergence of Policy Gradient Methods René Carmona Mathieu Laurière Zongjun Tan 56 61 0 09 Oct 2019
Discrete-time average-cost mean-field games on Polish spaces Naci Saldi 22 11 0 22 Aug 2019
A Survey and Critique of Multiagent Deep Reinforcement Learning Pablo Hernandez-Leal Bilal Kartal Matthew E. Taylor OffRL 52 558 0 12 Oct 2018
Lipschitz Continuity in Model-based Reinforcement Learning Kavosh Asadi Dipendra Kumar Misra Michael L. Littman KELM 58 152 0 19 Apr 2018
Real-Time Bidding with Multi-Agent Reinforcement Learning in Display Advertising Junqi Jin Cheng-Ning Song Han Li Kun Gai Jun Wang Weinan Zhang 39 179 0 27 Feb 2018
Mean Field Multi-Agent Reinforcement Learning Yaodong Yang Rui Luo Minne Li M. Zhou Weinan Zhang Jun Wang AI4CE 44 571 0 15 Feb 2018
Q-learning with Nearest Neighbors Devavrat Shah Qiaomin Xie OffRL 41 78 0 12 Feb 2018
Deep Reinforcement Learning framework for Autonomous Driving Ahmad El-Sallab Mohammed Abdou E. Perot S. Yogamani 42 966 0 08 Apr 2017
Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving Shai Shalev-Shwartz Shaked Shammah Amnon Shashua 25 828 0 11 Oct 2016
Learning to Communicate with Deep Multi-Agent Reinforcement Learning Jakob N. Foerster Yannis Assael Nando de Freitas Shimon Whiteson 94 1,600 0 21 May 2016
Trust Region Policy Optimization John Schulman Sergey Levine Philipp Moritz Michael I. Jordan Pieter Abbeel 221 6,722 0 19 Feb 2015
Practical Kernel-Based Reinforcement Learning André Barreto Doina Precup Joelle Pineau OffRL 38 43 0 21 Jul 2014
Efficient Reinforcement Learning in Deterministic Systems with Value Function Generalization Zheng Wen Benjamin Van Roy 38 42 0 18 Jul 2013
Approximate dynamic programming using fluid and diffusion approximations with applications to power management Wei Chen Dayu Huang Ankur A. Kulkarni Jayakrishnan Unnikrishnan Quanyan Zhu P. Mehta Sean P. Meyn Adam Wierman 50 36 0 06 Jul 2013
A Kernel Method for the Two-Sample Problem Arthur Gretton Karsten Borgwardt Malte J. Rasch Bernhard Schölkopf Alex Smola 134 2,348 0 15 May 2008