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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
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Controllable Dynamic Multi-Task Architectures Dripta S. Raychaudhuri Yumin Suh S. Schulter Xiang Yu M. Faraki Amit K. Roy-Chowdhury Manmohan Chandraker 82 33 0 28 Mar 2022
UNMAS: Multi-Agent Reinforcement Learning for Unshaped Cooperative Scenarios Jiajun Chai Weifan Li Yuanheng Zhu Dongbin Zhao Zhe Ma Kewu Sun Jishiyu Ding 83 45 0 28 Mar 2022
Remember and Forget Experience Replay for Multi-Agent Reinforcement Learning Pascal Weber Daniel Wälchli Mustafa Zeqiri Petros Koumoutsakos CLL OffRL 74 7 0 24 Mar 2022
Transferring Multi-Agent Reinforcement Learning Policies for Autonomous Driving using Sim-to-Real Eduardo Candela L. Parada Luís Marques Tiberiu-Andrei Georgescu Y. Demiris Panagiotis Angeloudis 77 33 0 22 Mar 2022
Backpropagation through Time and Space: Learning Numerical Methods with Multi-Agent Reinforcement Learning E. Way Dheeraj Kapilavai Yiwei Fu Lei Yu AI4CE 52 2 0 16 Mar 2022
PMIC: Improving Multi-Agent Reinforcement Learning with Progressive Mutual Information Collaboration Pengyi Li Hongyao Tang Tianpei Yang Xiaotian Hao Tong Sang ... Jianye Hao Matthew E. Taylor Wenyuan Tao Zhen Wang Fazl Barez 82 32 0 16 Mar 2022
Coach-assisted Multi-Agent Reinforcement Learning Framework for Unexpected Crashed Agents Jian Zhao Youpeng Zhao Weixun Wang Mingyu Yang Xu Hu Wen-gang Zhou Jianye Hao Houqiang Li 59 7 0 16 Mar 2022
CTDS: Centralized Teacher with Decentralized Student for Multi-Agent Reinforcement Learning Jian Zhao Xu Hu Mingyu Yang Wen-gang Zhou Jiangcheng Zhu Houqiang Li OffRL 42 17 0 16 Mar 2022
Learning to Infer Belief Embedded Communication Guo Ye Han Liu B. Sengupta 132 0 0 15 Mar 2022
An Introduction to Multi-Agent Reinforcement Learning and Review of its Application to Autonomous Mobility Lukas M. Schmidt Johanna Brosig Axel Plinge Bjoern M. Eskofier Christopher Mutschler 95 34 0 15 Mar 2022
The Multi-Agent Pickup and Delivery Problem: MAPF, MARL and Its Warehouse Applications Tim Tsz-Kit Lau B. Sengupta 59 4 0 14 Mar 2022
Concentration Network for Reinforcement Learning of Large-Scale Multi-Agent Systems Qing Fu Tenghai Qiu Jianqiang Yi Zhiqiang Pu Shiguang Wu 60 16 0 12 Mar 2022
Generalized Bandit Regret Minimizer Framework in Imperfect Information Extensive-Form Game Lin Meng Yang Gao 129 1 0 11 Mar 2022
Breaking the Curse of Dimensionality in Multiagent State Space: A Unified Agent Permutation Framework Xiaotian Hao Hangyu Mao Weixun Wang Yaodong Yang Dong Li Yan Zheng Zhen Wang Jianye Hao LRM 69 6 0 10 Mar 2022
Multi-Agent Policy Transfer via Task Relationship Modeling Rongjun Qin F. Chen Tonghan Wang Lei Yuan Xiaoran Wu Zongzhang Zhang Chongjie Zhang Yang Yu 103 20 0 09 Mar 2022
A Survey on Reinforcement Learning Methods in Character Animation Ariel Kwiatkowski Eduardo Alvarado Vicky Kalogeiton Chenxi Liu Julien Pettré M. van de Panne Marie-Paule Cani AI4CE 97 46 0 07 Mar 2022
Hierarchically Structured Scheduling and Execution of Tasks in a Multi-Agent Environment Diogo S. Carvalho B. Sengupta 63 2 0 06 Mar 2022
Depthwise Convolution for Multi-Agent Communication with Enhanced Mean-Field Approximation Donghan Xie Zhi Wang Chunlin Chen D. Dong OffRL 56 8 0 06 Mar 2022
Recursive Reasoning Graph for Multi-Agent Reinforcement Learning Xiaobai Ma David Isele Jayesh K. Gupta K. Fujimura Mykel J. Kochenderfer 48 5 0 06 Mar 2022
$$ \text{T}^3 $OMVP: A Transformer-based Time and Team Reinforcement Learning Scheme for Observation-constrained Multi-Vehicle Pursuit in Urban Area$ $\text{T}^3$ OMVP: A Transformer-based Time and Team Reinforcement Learning Scheme for Observation-constrained Multi-Vehicle Pursuit in Urban Area Zheng Yuan Tianhao Wu Qinwen Wang Yiying Yang L. Li Lin Zhang 79 10 0 01 Mar 2022
Can Mean Field Control (MFC) Approximate Cooperative Multi Agent Reinforcement Learning (MARL) with Non-Uniform Interaction? Washim Uddin Mondal Vaneet Aggarwal S. Ukkusuri 77 9 0 28 Feb 2022
Sound Adversarial Audio-Visual Navigation Yinfeng Yu Wenbing Huang Gang Hua Changan Chen Yikai Wang Xiaohong Liu AAML 75 29 0 22 Feb 2022
Coordinate-Aligned Multi-Camera Collaboration for Active Multi-Object Tracking Zeyu Fang Jian Zhao Mingyu Yang Wen-gang Zhou Zhenbo Lu Houqiang Li 80 11 0 22 Feb 2022
MCMARL: Parameterizing Value Function via Mixture of Categorical Distributions for Multi-Agent Reinforcement Learning Jian Zhao Mingyu Yang Youpeng Zhao Xu Hu Wen-gang Zhou Jiangcheng Zhu Houqiang Li 53 3 0 21 Feb 2022
Shaping Advice in Deep Reinforcement Learning Baicen Xiao Bhaskar Ramasubramanian Radha Poovendran 46 0 0 19 Feb 2022
Communication-Efficient Actor-Critic Methods for Homogeneous Markov Games Dingyang Chen Yile Li Qi Zhang OffRL 123 11 0 18 Feb 2022
Disentangling Successor Features for Coordination in Multi-agent Reinforcement Learning Seungchan Kim Neale Van Stralen Girish Chowdhary Huy T. Tran 41 0 0 15 Feb 2022
Group-Agent Reinforcement Learning Kaiyue Wu Xiaoming Zeng OOD OffRL 39 3 0 10 Feb 2022
Understanding Value Decomposition Algorithms in Deep Cooperative Multi-Agent Reinforcement Learning Zehao Dou J. Kuba Yaodong Yang FAtt 64 6 0 10 Feb 2022
Revisiting QMIX: Discriminative Credit Assignment by Gradient Entropy Regularization Jian Zhao Yue Zhang Xu Hu Weixun Wang Wen-gang Zhou Jianye Hao Jiangcheng Zhu Houqiang Li 60 4 0 09 Feb 2022
Trust Region Bounds for Decentralized PPO Under Non-stationarity Mingfei Sun Sam Devlin Jacob Beck Katja Hofmann Shimon Whiteson 140 11 0 31 Jan 2022
FCMNet: Full Communication Memory Net for Team-Level Cooperation in Multi-Agent Systems Yutong Wang Guillaume Sartoretti 56 8 0 28 Jan 2022
Multi-Agent Reinforcement Learning for Network Load Balancing in Data Center Zhiyuan Yao Zihan Ding T. Clausen 71 7 0 27 Jan 2022
Exploiting Semantic Epsilon Greedy Exploration Strategy in Multi-Agent Reinforcement Learning Hon Tik Tse Hofung Leung 56 1 0 26 Jan 2022
Interpretable Learned Emergent Communication for Human-Agent Teams Seth Karten Mycal Tucker Huao Li Siva Kailas Michael Lewis Katia Sycara AI4CE 80 10 0 19 Jan 2022
K-nearest Multi-agent Deep Reinforcement Learning for Collaborative Tasks with a Variable Number of Agents H. Khorasgani Haiyan Wang Hsiu-Khuern Tang Chetan Gupta 40 3 0 18 Jan 2022
Planning Not to Talk: Multiagent Systems that are Robust to Communication Loss Mustafa O. Karabag Cyrus Neary Ufuk Topcu 53 8 0 17 Jan 2022
GCS: Graph-based Coordination Strategy for Multi-Agent Reinforcement Learning Jingqing Ruan Yali Du Xuantang Xiong Dengpeng Xing Xiyun Li Linghui Meng Haifeng Zhang Jun Wang Bo Xu 89 30 0 17 Jan 2022
Agent-Temporal Attention for Reward Redistribution in Episodic Multi-Agent Reinforcement Learning Baicen Xiao Bhaskar Ramasubramanian Radha Poovendran 106 6 0 12 Jan 2022
Value Functions Factorization with Latent State Information Sharing in Decentralized Multi-Agent Policy Gradients Hanhan Zhou Tian-Shing Lan Vaneet Aggarwal 108 32 0 04 Jan 2022
Multiagent Model-based Credit Assignment for Continuous Control Dongge Han Chris Xiaoxuan Lu Tomasz P. Michalak Michael Wooldridge 63 6 0 27 Dec 2021
A Graph Attention Learning Approach to Antenna Tilt Optimization Yifei Jin Filippo Vannella Maxime Bouton Jaeseong Jeong Ezeddin Al Hakim 69 10 0 27 Dec 2021
Local Advantage Networks for Cooperative Multi-Agent Reinforcement Learning Raphael Avalos Mathieu Reymond Ann Nowé D. Roijers OffRL 67 6 0 23 Dec 2021
CGIBNet: Bandwidth-constrained Communication with Graph Information Bottleneck in Multi-Agent Reinforcement Learning Qi Tian Kun Kuang Baoxiang Wang Furui Liu Leilei Gan 67 0 0 20 Dec 2021
Centralizing State-Values in Dueling Networks for Multi-Robot Reinforcement Learning Mapless Navigation Enrico Marchesini Alessandro Farinelli 56 18 0 16 Dec 2021
Learning to Share in Multi-Agent Reinforcement Learning Yuxuan Yi G. Li Yaowei Wang Zongqing Lu 88 13 0 16 Dec 2021
Meta-CPR: Generalize to Unseen Large Number of Agents with Communication Pattern Recognition Module Wei-Cheng Tseng Wei Wei Da-Cheng Juan Min Sun 92 2 0 14 Dec 2021