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"

47 / 747 papers shown

Title
Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Control S. Zhang Qi Zhang Jieyu Lin 6 99 0 06 Sep 2019
MANAS: Multi-Agent Neural Architecture Search Vasco Lopes Fabio Maria Carlucci P. Esperança Marco Singh Victor Gabillon Antoine Yang Hang Xu Zewei Chen Jun Wang 22 23 0 03 Sep 2019
Iterative Update and Unified Representation for Multi-Agent Reinforcement Learning Jiancheng Long Hongming Zhang Tianyang Yu Bo Xu 13 0 0 16 Aug 2019
Promoting Coordination through Policy Regularization in Multi-Agent Deep Reinforcement Learning Julien Roy Paul Barde Félix G. Harvey Derek Nowrouzezahrai C. Pal 11 3 0 06 Aug 2019
Action Semantics Network: Considering the Effects of Actions in Multiagent Systems Weixun Wang Tianpei Yang Yong Liu Jianye Hao Xiaotian Hao Yujing Hu Yingfeng Chen Changjie Fan Yang Gao 9 35 0 26 Jul 2019
A Sufficient Statistic for Influence in Structured Multiagent Environments F. Oliehoek Stefan J. Witwicki L. Kaelbling 12 23 0 22 Jul 2019
Multiple Landmark Detection using Multi-Agent Reinforcement Learning Athanasios Vlontzos A. Alansary Konstantinos Kamnitsas Daniel Rueckert Bernhard Kainz 8 55 0 30 Jun 2019
Growing Action Spaces Gregory Farquhar Laura Gustafson Zeming Lin Shimon Whiteson Nicolas Usunier Gabriel Synnaeve 14 37 0 28 Jun 2019
On Multi-Agent Learning in Team Sports Games Yunqi Zhao Igor Borovikov J. Rupert C. Somers Ahmad Beirami 18 14 0 25 Jun 2019
Dealing with Non-Stationarity in Multi-Agent Deep Reinforcement Learning Georgios Papoudakis Filippos Christianos Arrasy Rahman Stefano V. Albrecht 24 186 0 11 Jun 2019
Exploration with Unreliable Intrinsic Reward in Multi-Agent Reinforcement Learning Wendelin Bohmer Tabish Rashid Shimon Whiteson 6 24 0 05 Jun 2019
Options as responses: Grounding behavioural hierarchies in multi-agent RL A. Vezhnevets Yuhuai Wu Rémi Leblond Joel Z. Leibo AI4CE 18 17 0 04 Jun 2019
Learning Transferable Cooperative Behavior in Multi-Agent Teams Akshat Agarwal Sumit Kumar Katia P. Sycara AI4CE 29 117 0 04 Jun 2019
Neural Replicator Dynamics Daniel Hennes Dustin Morrill Shayegan Omidshafiei Rémi Munos Julien Perolat ... A. Gruslys Jean-Baptiste Lespiau Paavo Parmas Edgar A. Duénez-Guzmán K. Tuyls 14 16 0 01 Jun 2019
Attentional Policies for Cross-Context Multi-Agent Reinforcement Learning Matthew A. Wright R. Horowitz 17 3 0 31 May 2019
Learning NP-Hard Multi-Agent Assignment Planning using GNN: Inference on a Random Graph and Provable Auction-Fitted Q-learning Hyunwook Kang Taehwan Kwon Jinkyoo Park J. R. Morrison 16 1 0 29 May 2019
Coordinated Exploration via Intrinsic Rewards for Multi-Agent Reinforcement Learning Shariq Iqbal Fei Sha 6 49 0 28 May 2019
Stratospheric Aerosol Injection as a Deep Reinforcement Learning Problem Christian Schroeder de Witt Thomas Hornigold AI4CE 6 8 0 17 May 2019
Arena: A General Evaluation Platform and Building Toolkit for Multi-Agent Intelligence Yuhang Song Andrzej Wojcicki Thomas Lukasiewicz Jianyi Wang Abi Aryan Zhenghua Xu Mai Xu Zihan Ding Lianlong Wu AI4CE ELM 19 33 0 17 May 2019
A Regularized Opponent Model with Maximum Entropy Objective Zheng Tian Ying Wen Zhichen Gong Faiz Punakkath Shihao Zou Jun Wang 22 30 0 17 May 2019
QTRAN: Learning to Factorize with Transformation for Cooperative Multi-Agent Reinforcement Learning Kyunghwan Son Daewoo Kim Wan Ju Kang D. Hostallero Yung Yi OffRL 23 784 0 14 May 2019
Cooperative Multi-Agent Reinforcement Learning Framework for Scalping Trading Uk Jo Taehyun Jo W. KIm Iljoo Yoon Dongseo Lee Seungho Lee 6 2 0 31 Mar 2019
Deep Multi-Agent Reinforcement Learning with Discrete-Continuous Hybrid Action Spaces Haotian Fu Hongyao Tang Jianye Hao Zihan Lei Yingfeng Chen Changjie Fan 9 64 0 12 Mar 2019
Analysing Factorizations of Action-Value Networks for Cooperative Multi-Agent Reinforcement Learning Jacopo Castellini F. Oliehoek Rahul Savani Shimon Whiteson 20 43 0 20 Feb 2019
The StarCraft Multi-Agent Challenge Mikayel Samvelyan Tabish Rashid Christian Schroeder de Witt Gregory Farquhar Nantas Nardelli Tim G. J. Rudner Chia-Man Hung Philip H. S. Torr Jakob N. Foerster Shimon Whiteson 33 930 0 11 Feb 2019
Reinforcement Learning from Hierarchical Critics Zehong Cao Chin-Teng Lin 8 11 0 08 Feb 2019
Decentralized Multi-Agents by Imitation of a Centralized Controller A. Lin Mark J. Debord Katia Estabridis G. Hewer Guido Montufar Stanley Osher 13 6 0 06 Feb 2019
Learning to Schedule Communication in Multi-agent Reinforcement Learning Daewoo Kim Sang-chul Moon D. Hostallero Wan Ju Kang Taeyoung Lee Kyunghwan Son Yung Yi 29 205 0 05 Feb 2019
Value Propagation for Decentralized Networked Deep Multi-agent Reinforcement Learning C. Qu Shie Mannor Huan Xu Yuan Qi Le Song Junwu Xiong 12 44 0 27 Jan 2019
Federated Deep Reinforcement Learning H. Zhuo Wenfeng Feng Yufeng Lin Qian Xu Qiang Yang FedML OffRL 10 88 0 24 Jan 2019
Hierarchical Reinforcement Learning for Multi-agent MOBA Game Zhijian Zhang Haozheng Li Lu Zhang Tianyin Zheng Ting Zhang Xiong Hao Xiaoxin Chen Min Chen Fangxu Xiao Wei Zhou 9 15 0 23 Jan 2019
Deep Reinforcement Learning for Multi-Agent Systems: A Review of Challenges, Solutions and Applications Thanh Thi Nguyen Ngoc Duy Nguyen S. Nahavandi 19 771 0 31 Dec 2018
Cooperative Multi-Agent Policy Gradients with Sub-optimal Demonstration Peixi Peng Junliang Xing 20 0 0 05 Dec 2018
Modelling the Dynamic Joint Policy of Teammates with Attention Multi-agent DDPG Hangyu Mao Zhengchao Zhang Zhen Xiao Zhibo Gong 25 85 0 13 Nov 2018
Multi-Agent Common Knowledge Reinforcement Learning Christian Schroeder de Witt Jakob N. Foerster Gregory Farquhar Philip H. S. Torr Wendelin Bohmer Shimon Whiteson 11 107 0 27 Oct 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 23 144 0 15 Oct 2018
A Survey and Critique of Multiagent Deep Reinforcement Learning Pablo Hernandez-Leal Bilal Kartal Matthew E. Taylor OffRL 30 550 0 12 Oct 2018
Actor-Attention-Critic for Multi-Agent Reinforcement Learning Shariq Iqbal Fei Sha 6 737 0 05 Oct 2018
M $^3$ RL: Mind-aware Multi-agent Management Reinforcement Learning Tianmin Shu Yuandong Tian 20 53 0 29 Sep 2018
Hierarchical Deep Multiagent Reinforcement Learning with Temporal Abstraction Hongyao Tang Jianye Hao Tangjie Lv Yingfeng Chen Zongzhang Zhang ... Chunxu Ren Yan Zheng Zhaopeng Meng Changjie Fan Li Wang OffRL 6 23 0 25 Sep 2018
CM3: Cooperative Multi-goal Multi-stage Multi-agent Reinforcement Learning Jiachen Yang A. Nakhaei David Isele K. Fujimura H. Zha 21 75 0 13 Sep 2018
Negative Update Intervals in Deep Multi-Agent Reinforcement Learning Gregory Palmer Rahul Savani K. Tuyls 20 27 0 13 Sep 2018
Factorized Q-Learning for Large-Scale Multi-Agent Systems M. Zhou Yong Chen Ying Wen Yaodong Yang Yufeng Su Weinan Zhang Dell Zhang Jun Wang AI4CE 16 68 0 11 Sep 2018
Multi-Agent Reinforcement Learning: A Report on Challenges and Approaches Sanyam Kapoor 11 31 0 25 Jul 2018
Deep Reinforcement Learning for Swarm Systems Maximilian Hüttenrauch Adrian Šošić Gerhard Neumann 14 195 0 17 Jul 2018
Efficient Collaborative Multi-Agent Deep Reinforcement Learning for Large-Scale Fleet Management Kaixiang Lin Renyu Zhao Zhe Xu Jiayu Zhou 10 8 0 18 Feb 2018
Stabilising Experience Replay for Deep Multi-Agent Reinforcement Learning Jakob N. Foerster Nantas Nardelli Gregory Farquhar Triantafyllos Afouras Philip H. S. Torr Pushmeet Kohli Shimon Whiteson OffRL 111 595 0 28 Feb 2017