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
PECAN: Leveraging Policy Ensemble for Context-Aware Zero-Shot Human-AI Coordination Xingzhou Lou Jiaxian Guo Junge Zhang Jun Wang Kaiqi Huang Yali Du 14 27 0 16 Jan 2023
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Mean-Field Control based Approximation of Multi-Agent Reinforcement Learning in Presence of a Non-decomposable Shared Global State Washim Uddin Mondal Vaneet Aggarwal S. Ukkusuri 31 8 0 13 Jan 2023
TransfQMix: Transformers for Leveraging the Graph Structure of Multi-Agent Reinforcement Learning Problems Matteo Gallici Mario Martin Ivan Masmitja OffRL 11 9 0 13 Jan 2023
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Self-Motivated Multi-Agent Exploration Shaowei Zhang Jiahan Cao Lei Yuan Yang Yu De-Chuan Zhan 41 5 0 05 Jan 2023
Scalable Communication for Multi-Agent Reinforcement Learning via Transformer-Based Email Mechanism Xudong Guo Daming Shi Wenhui Fan 22 5 0 05 Jan 2023
Attention-Based Recurrence for Multi-Agent Reinforcement Learning under Stochastic Partial Observability Thomy Phan Fabian Ritz Philipp Altmann Maximilian Zorn Jonas Nusslein Michael Kolle Thomas Gabor Claudia Linnhoff-Popien 22 12 0 04 Jan 2023
Emergent collective intelligence from massive-agent cooperation and competition H. Chen Stone Tao Jiaxin Chen Weihan Shen Xihui Li Chenghui Yu Sikai Cheng Xiaolong Zhu Xiu Li 13 4 0 04 Jan 2023
Quantum Multi-Agent Actor-Critic Neural Networks for Internet-Connected Multi-Robot Coordination in Smart Factory Management Won Joon Yun Jae Pyoung Kim Soyi Jung Jae-Hyun Kim Joongheon Kim OffRL 19 31 0 04 Jan 2023
Asynchronous Hybrid Reinforcement Learning for Latency and Reliability Optimization in the Metaverse over Wireless Communications Wen-li Yu Terence Jie Chua Jun Zhao OffRL 11 20 0 30 Dec 2022
On Transforming Reinforcement Learning by Transformer: The Development Trajectory Shengchao Hu Li Shen Ya-Qin Zhang Yixin Chen Dacheng Tao OffRL 25 25 0 29 Dec 2022
Strangeness-driven Exploration in Multi-Agent Reinforcement Learning Ju-Bong Kim Ho-bin Choi Youn-Hee Han 14 4 0 27 Dec 2022
Learning Individual Policies in Large Multi-agent Systems through Local Variance Minimization Tanvi Verma Pradeep Varakantham 16 0 0 27 Dec 2022
Certified Policy Smoothing for Cooperative Multi-Agent Reinforcement Learning Ronghui Mu Wenjie Ruan Leandro Soriano Marcolino Gaojie Jin Q. Ni 37 5 0 22 Dec 2022
Semantics-Empowered Communication: A Tutorial-cum-Survey Zhilin Lu Rongpeng Li Kun Lu Xianfu Chen E. Hossain Zhifeng Zhao Honggang Zhang 34 19 0 16 Dec 2022
Multi-Agent Reinforcement Learning with Shared Resources for Inventory Management Yuandong Ding Ming Feng Guozi Liu Wei Jiang Chuheng Zhang Li Zhao Lei Song Houqiang Li Yan Jin Jiang Bian 27 16 0 15 Dec 2022
Adaptive Multi-Agent Continuous Learning System Xingyu Qian Aximu Yuemaier Longfei Liang Wen-Chi Yang Xiaogang Chen Shunfen Li Weibang Dai Zhitang Song 16 0 0 15 Dec 2022
SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning Benjamin Ellis Jonathan Cook S. Moalla Mikayel Samvelyan Mingfei Sun Anuj Mahajan Jakob N. Foerster Shimon Whiteson 19 83 0 14 Dec 2022
Hierarchical Strategies for Cooperative Multi-Agent Reinforcement Learning M. Ibrahim Ammar Fayad 22 1 0 14 Dec 2022
Where to go: Agent Guidance with Deep Reinforcement Learning in A City-Scale Online Ride-Hailing Service Jiyao Li V. Allan 14 2 0 12 Dec 2022
Effects of Spectral Normalization in Multi-agent Reinforcement Learning K. Mehta Anuj Mahajan Priyesh Kumar 16 7 0 10 Dec 2022
Scalable Planning and Learning Framework Development for Swarm-to-Swarm Engagement Problems Umut Demir A. S. Satir Gülay Goktas Cansu Yikilmaz N. K. Üre 11 1 0 06 Dec 2022
Curriculum Learning for Relative Overgeneralization Lin Shi Bei Peng 25 1 0 06 Dec 2022
A Hierarchical Deep Reinforcement Learning Framework for 6-DOF UCAV Air-to-Air Combat Jiajun Chai Wenzhang Chen Yuanheng Zhu Zonggui Yao Dongbin Zhao BDL 20 32 0 05 Dec 2022
E-MAPP: Efficient Multi-Agent Reinforcement Learning with Parallel Program Guidance C. Chang Ni Mu Jiajun Wu Ling Pan Huazhe Xu 48 7 0 05 Dec 2022
Decision Market Based Learning For Multi-agent Contextual Bandit Problems Wenlong Wang T. Pfeiffer 19 1 0 01 Dec 2022
Distributed Deep Reinforcement Learning: A Survey and A Multi-Player Multi-Agent Learning Toolbox Qiyue Yin Tongtong Yu S. Shen Jun Yang Meijing Zhao Kaiqi Huang Bin Liang Liangsheng Wang OffRL 20 13 0 01 Dec 2022
ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency Chuming Li Jie Liu Yinmin Zhang Yuhong Wei Yazhe Niu Yaodong Yang Y. Liu Wanli Ouyang 46 23 0 29 Nov 2022
CLAS: Coordinating Multi-Robot Manipulation with Central Latent Action Spaces Elie Aljalbout Maximilian Karl Patrick van der Smagt 21 5 0 28 Nov 2022
Learning from Good Trajectories in Offline Multi-Agent Reinforcement Learning Qiangxing Tian Kun Kuang Furui Liu Baoxiang Wang OffRL 29 9 0 28 Nov 2022
Hypernetworks for Zero-shot Transfer in Reinforcement Learning S. Rezaei-Shoshtari Charlotte Morissette F. Hogan Gregory Dudek D. Meger OffRL 17 14 0 28 Nov 2022
A Critical Review of Traffic Signal Control and A Novel Unified View of Reinforcement Learning and Model Predictive Control Approaches for Adaptive Traffic Signal Control Xiaoyu Wang Scott Sanner Baher Abdulhai 9 5 0 26 Nov 2022
Melting Pot 2.0 J. Agapiou A. Vezhnevets Edgar A. Duénez-Guzmán Jayd Matyas Yiran Mao ... Sukhdeep Singh Julia Haas Igor Mordatch D. Mobbs Joel Z. Leibo 27 31 0 24 Nov 2022
Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition Shunyu Liu Yihe Zhou Jie Song Tongya Zheng Kaixuan Chen Tongtian Zhu Zunlei Feng Mingli Song 40 17 0 23 Nov 2022
Greedy based Value Representation for Optimal Coordination in Multi-agent Reinforcement Learning Lipeng Wan Zeyang Liu Xingyu Chen Xuguang Lan Han Wang 37 12 0 22 Nov 2022
Decision-making with Speculative Opponent Models Jing-rong Sun Shuo Chen Cong Zhang Yining Ma Jie Zhang 26 1 0 22 Nov 2022
Value-based CTDE Methods in Symmetric Two-team Markov Game: from Cooperation to Team Competition Pascal Leroy J. Pisane D. Ernst 17 3 0 21 Nov 2022
TinyQMIX: Distributed Access Control for mMTC via Multi-agent Reinforcement Learning Tien Thanh Le Yusheng Ji John C. S. Lui 6 3 0 21 Nov 2022
Backdoor Attacks on Multiagent Collaborative Systems Shuo Chen Yue Qiu Jie M. Zhang AAML 30 3 0 21 Nov 2022
Credit-cognisant reinforcement learning for multi-agent cooperation F. Bredell S. M. I. H. A. Engelbrecht M. I. J. C. Schoeman 11 0 0 18 Nov 2022
Coordination for Connected and Automated Vehicles at Non-signalized Intersections: A Value Decomposition-based Multiagent Deep Reinforcement Learning Approach Zihan Guo Yan Wu Lifang Wang Junzhi Zhang 31 14 0 15 Nov 2022
Learning Heterogeneous Agent Cooperation via Multiagent League Training Qing Fu X. Ai Jianqiang Yi Tenghai Qiu Wanmai Yuan Zhiqiang Pu 18 7 0 13 Nov 2022
Satellite Navigation and Coordination with Limited Information Sharing Sydney I. Dolan Siddharth Nayak H. Balakrishnan 20 5 0 07 Nov 2022
Decentralized Policy Optimization Kefan Su Zongqing Lu 11 8 0 06 Nov 2022
Scalable Multi-Agent Reinforcement Learning through Intelligent Information Aggregation Siddharth Nayak Kenneth M. F. Choi Wenqi Ding Sydney I. Dolan Karthik Gopalakrishnan H. Balakrishnan 17 29 0 03 Nov 2022
Agent-Time Attention for Sparse Rewards Multi-Agent Reinforcement Learning Jennifer She Jayesh K. Gupta Mykel J. Kochenderfer 26 4 0 31 Oct 2022
Safe and Efficient Manoeuvring for Emergency Vehicles in Autonomous Traffic using Multi-Agent Proximal Policy Optimisation L. Parada Eduardo Candela Luís Marques Panagiotis Angeloudis 14 11 0 31 Oct 2022
Curiosity-Driven Multi-Agent Exploration with Mixed Objectives Roben Delos Reyes Kyunghwan Son Jinhwan Jung Wan Ju Kang Yung Yi 34 4 0 29 Oct 2022
Non-Linear Coordination Graphs Yipeng Kang Tonghan Wang Xiao-Ren Wu Qianlan Yang Chongjie Zhang 29 9 0 26 Oct 2022