QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning

30 March 2018

Tabish Rashid

Mikayel Samvelyan

Christian Schroeder de Witt

Papers citing "QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning"

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Title
Privileged Information Dropout in Reinforcement Learning Pierre-Alexandre Kamienny Kai Arulkumaran Feryal M. P. Behbahani Wendelin Boehmer Shimon Whiteson 11 10 0 19 May 2020
Demand-Side Scheduling Based on Multi-Agent Deep Actor-Critic Learning for Smart Grids Joash Lee Wenbo Wang Dusit Niyato 6 9 0 05 May 2020
A Game-Theoretic Utility Network for Cooperative Multi-Agent Decisions in Adversarial Environments Qin Yang Ramviyas Parasuraman 11 5 0 23 Apr 2020
Variational Policy Propagation for Multi-agent Reinforcement Learning C. Qu Hui Li Chang-rui Liu Junwu Xiong James Y. Zhang Wei Chu Weiqiang Wang Yuan Qi L. Song 15 0 0 19 Apr 2020
Macro-Action-Based Deep Multi-Agent Reinforcement Learning Yuchen Xiao Joshua Hoffman Chris Amato AI4CE 9 29 0 18 Apr 2020
F2A2: Flexible Fully-decentralized Approximate Actor-critic for Cooperative Multi-agent Reinforcement Learning Wenhao Li Bo Jin Xiangfeng Wang Junchi Yan H. Zha 19 21 0 17 Apr 2020
Multi-Agent Task-Oriented Dialog Policy Learning with Role-Aware Reward Decomposition Ryuichi Takanobu Runze Liang Minlie Huang LLMAG 19 54 0 08 Apr 2020
Mimicking Evolution with Reinforcement Learning João Abrantes A. Abrantes F. Oliehoek 19 2 0 31 Mar 2020
Deep reinforcement learning for large-scale epidemic control Pieter J. K. Libin Arno Moonens T. Verstraeten F. Perez-Sanjines N. Hens P. Lemey Ann Nowé AI4CE 6 41 0 30 Mar 2020
Multi-Agent Reinforcement Learning for Problems with Combined Individual and Team Reward Hassam Sheikh Ladislau Bölöni 31 36 0 24 Mar 2020
Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning Tabish Rashid Mikayel Samvelyan Christian Schroeder de Witt Gregory Farquhar Jakob N. Foerster Shimon Whiteson 47 768 0 19 Mar 2020
ROMA: Multi-Agent Reinforcement Learning with Emergent Roles Tonghan Wang Heng Dong V. Lesser Chongjie Zhang 55 210 0 18 Mar 2020
FACMAC: Factored Multi-Agent Centralised Policy Gradients Bei Peng Tabish Rashid Christian Schroeder de Witt Pierre-Alexandre Kamienny Philip H. S. Torr Wendelin Bohmer Shimon Whiteson 24 248 0 14 Mar 2020
A Multi-Agent Reinforcement Learning Approach For Safe and Efficient Behavior Planning Of Connected Autonomous Vehicles Songyang Han Shangli Zhou Jiangwei Wang Lynn Pepin Caiwen Ding Jie Fu Fei Miao 15 22 0 09 Mar 2020
On the Robustness of Cooperative Multi-Agent Reinforcement Learning Jieyu Lin Kristina Dzeparoska S. Zhang A. Leon-Garcia Nicolas Papernot AAML 69 65 0 08 Mar 2020
Scaling Up Multiagent Reinforcement Learning for Robotic Systems: Learn an Adaptive Sparse Communication Graph Chuangchuang Sun Macheng Shen Jonathan P. How 6 17 0 02 Mar 2020
Learning Scalable Multi-Agent Coordination by Spatial Differentiation for Traffic Signal Control Junjia Liu Huimin Zhang Zhuang Fu Yao Wang 11 2 0 27 Feb 2020
An Efficient Transfer Learning Framework for Multiagent Reinforcement Learning Tianpei Yang Weixun Wang Hongyao Tang Jianye Hao Zhaopeng Meng ... Wulong Liu Chen Zhang Yujing Hu Yingfeng Chen Changjie Fan 24 22 0 19 Feb 2020
Extended Markov Games to Learn Multiple Tasks in Multi-Agent Reinforcement Learning Borja G. Leon Francesco Belardinelli OffRL 15 17 0 14 Feb 2020
Learning Structured Communication for Multi-agent Reinforcement Learning Junjie Sheng Xiangfeng Wang Bo Jin Junchi Yan Wenhao Li Tsung-Hui Chang Jun Wang H. Zha 7 50 0 11 Feb 2020
Q-value Path Decomposition for Deep Multiagent Reinforcement Learning Yaodong Yang Jianye Hao Guangyong Chen Hongyao Tang Yingfeng Chen Yujing Hu Changjie Fan Zhongyu Wei 23 52 0 10 Feb 2020
Qatten: A General Framework for Cooperative Multiagent Reinforcement Learning Yaodong Yang Jianye Hao B. Liao Kun Shao Guangyong Chen Wulong Liu Hongyao Tang OffRL 19 184 0 10 Feb 2020
Model-based Multi-Agent Reinforcement Learning with Cooperative Prioritized Sweeping Eugenio Bargiacchi T. Verstraeten D. Roijers Ann Nowé 16 6 0 15 Jan 2020
A Survey of Deep Reinforcement Learning in Video Games Kun Shao Zhentao Tang Yuanheng Zhu Nannan Li Dongbin Zhao OffRL AI4TS 31 188 0 23 Dec 2019
Coordination in Adversarial Sequential Team Games via Multi-Agent Deep Reinforcement Learning A. Celli Marco Ciccone Raffaele Bongo N. Gatti 17 12 0 16 Dec 2019
Hierarchical Cooperative Multi-Agent Reinforcement Learning with Skill Discovery Jiachen Yang Igor Borovikov H. Zha 8 77 0 07 Dec 2019
Simplified Action Decoder for Deep Multi-Agent Reinforcement Learning Hengyuan Hu Jakob N. Foerster OffRL 14 82 0 04 Dec 2019
BADGER: Learning to (Learn [Learning Algorithms] through Multi-Agent Communication) Marek Rosa O. Afanasjeva Simon Andersson Joseph Davidson N. Guttenberg Petr Hlubucek Martin Poliak Jaroslav Vítků Jan Feyereisl 16 10 0 03 Dec 2019
Neighborhood Cognition Consistent Multi-Agent Reinforcement Learning Hangyu Mao Wulong Liu Jianye Hao Jun-Jie Luo Dong Li Zhengchao Zhang Jun Wang Zhen Xiao OffRL 22 74 0 03 Dec 2019
Multi-Agent Game Abstraction via Graph Attention Neural Network Y. Liu Weixun Wang Yujing Hu Jianye Hao Xingguo Chen Yang Gao 14 238 0 25 Nov 2019
Multi-Agent Reinforcement Learning: A Selective Overview of Theories and Algorithms K. Zhang Zhuoran Yang Tamer Basar 36 1,178 0 24 Nov 2019
Agent Probing Interaction Policies Siddharth Ghiya Oluwafemi Azeez Brendan Miller 16 0 0 21 Nov 2019
Inducing Cooperation via Team Regret Minimization based Multi-Agent Deep Reinforcement Learning Runsheng Yu Zhenyu Shi Xinrun Wang R. Wang Buhong Liu Xinwen Hou Hanjiang Lai Bo An 6 4 0 18 Nov 2019
SMIX( $λ$ ): Enhancing Centralized Value Functions for Cooperative Multi-Agent Reinforcement Learning Xinghu Yao Chao Wen Yuhui Wang Xiaoyang Tan 28 45 0 11 Nov 2019
PIC: Permutation Invariant Critic for Multi-Agent Deep Reinforcement Learning Iou-Jen Liu Raymond A. Yeh A. Schwing 27 81 0 31 Oct 2019
Learning Fairness in Multi-Agent Systems Jiechuan Jiang Zongqing Lu 13 68 0 31 Oct 2019
Comparing Observation and Action Representations for Deep Reinforcement Learning in $μ$ RTS Shengyi Huang Santiago Ontañón 16 8 0 26 Oct 2019
Multi-agent Hierarchical Reinforcement Learning with Dynamic Termination Dongge Han Wendelin Bohmer Michael Wooldridge A. Rogers 19 17 0 21 Oct 2019
A New Framework for Multi-Agent Reinforcement Learning -- Centralized Training and Exploration with Decentralized Execution via Policy Distillation Gang Chen 15 40 0 21 Oct 2019
A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement Learning Nicolas Carion Gabriel Synnaeve A. Lazaric Nicolas Usunier 21 28 0 19 Oct 2019
MAVEN: Multi-Agent Variational Exploration Anuj Mahajan Tabish Rashid Mikayel Samvelyan Shimon Whiteson DRL 135 355 0 16 Oct 2019
Influence-Based Multi-Agent Exploration Tonghan Wang Jianhao Wang Yi Wu Chongjie Zhang 16 137 0 12 Oct 2019
Learning Nearly Decomposable Value Functions Via Communication Minimization Tonghan Wang Jianhao Wang Chongyi Zheng Chongjie Zhang 17 133 0 11 Oct 2019
Decentralized Multi-Agent Actor-Critic with Generative Inference Kevin Corder Manuel M. Vindiola Keith S. Decker OffRL 17 5 0 07 Oct 2019
Deep Coordination Graphs Wendelin Bohmer Vitaly Kurin Shimon Whiteson GNN 16 174 0 27 Sep 2019
Independent Generative Adversarial Self-Imitation Learning in Cooperative Multiagent Systems Xiaotian Hao Weixun Wang Jianye Hao Yaodong Yang 8 16 0 25 Sep 2019
Integrating independent and centralized multi-agent reinforcement learning for traffic signal network optimization Zhi Zhang Jiachen Yang H. Zha 6 41 0 23 Sep 2019
Learning Multi-Robot Decentralized Macro-Action-Based Policies via a Centralized Q-Net Yuchen Xiao Joshua Hoffman Tian Xia Chris Amato 17 28 0 19 Sep 2019
Multi-Objective Multi-Agent Decision Making: A Utility-based Analysis and Survey Roxana Rădulescu Patrick Mannion D. Roijers A. Nowé 12 137 0 06 Sep 2019
From Few to More: Large-scale Dynamic Multiagent Curriculum Learning Weixun Wang Tianpei Yang Y. Liu Jianye Hao Xiaotian Hao Yujing Hu Yingfeng Chen Changjie Fan Yang Gao AI4CE 16 110 0 06 Sep 2019