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
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
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RPM: Generalizable Behaviors for Multi-Agent Reinforcement Learning Wei Qiu Xiao Ma Bo An S. Obraztsova Shuicheng Yan Zhongwen Xu 27 1 0 18 Oct 2022
Learning Control Admissibility Models with Graph Neural Networks for Multi-Agent Navigation Chenning Yu Hong-Den Yu Sicun Gao 42 17 0 17 Oct 2022
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Distributional Reward Estimation for Effective Multi-Agent Deep Reinforcement Learning Jifeng Hu Yanchao Sun Hechang Chen Sili Huang Haiyin Piao Yi-Ju Chang Lichao Sun 23 5 0 14 Oct 2022
Towards Multi-Agent Reinforcement Learning driven Over-The-Counter Market Simulations N. Vadori Leo Ardon Sumitra Ganesh Thomas Spooner Selim Amrouni Jared Vann Mengda Xu Zeyu Zheng T. Balch Manuela Veloso 18 16 0 13 Oct 2022
Multi-agent Dynamic Algorithm Configuration Ke Xue Jiacheng Xu Lei Yuan Mingxing Li Chao Qian Zongzhang Zhang Yang Yu 37 29 0 13 Oct 2022
Personalized Federated Hypernetworks for Privacy Preservation in Multi-Task Reinforcement Learning Doseok Jang La-mei Yan Lucas Spangher C. Spanos 33 1 0 13 Oct 2022
Centralized Training with Hybrid Execution in Multi-Agent Reinforcement Learning Pedro P. Santos Diogo S. Carvalho Miguel Vasco Alberto Sardinha Pedro A. Santos Ana Paiva Francisco S. Melo 21 1 0 12 Oct 2022
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Human-AI Coordination via Human-Regularized Search and Learning Hengyuan Hu David J. Wu Adam Lerer Jakob N. Foerster Noam Brown 19 7 0 11 Oct 2022
MARLlib: A Scalable and Efficient Multi-agent Reinforcement Learning Library Siyi Hu Yifan Zhong Minquan Gao Weixun Wang Hao Dong Xiaodan Liang Zhihui Li Xiaojun Chang Yaodong Yang 23 15 0 11 Oct 2022
Learning Explicit Credit Assignment for Cooperative Multi-Agent Reinforcement Learning via Polarization Policy Gradient Wubing Chen Wenbin Li Xiao Liu Shangdong Yang Yang Gao 48 5 0 10 Oct 2022
ELIGN: Expectation Alignment as a Multi-Agent Intrinsic Reward Zixian Ma Rose E. Wang Li Fei-Fei Michael S. Bernstein Ranjay Krishna 29 16 0 09 Oct 2022
Multi-agent Deep Covering Skill Discovery Jiayu Chen Marina Haliem Tian-Shing Lan Vaneet Aggarwal 24 0 0 07 Oct 2022
Spatial-Temporal-Aware Safe Multi-Agent Reinforcement Learning of Connected Autonomous Vehicles in Challenging Scenarios Zhili Zhang Songyang Han Jiangwei Wang Fei Miao 38 19 0 05 Oct 2022
Stateful active facilitator: Coordination and Environmental Heterogeneity in Cooperative Multi-Agent Reinforcement Learning Dianbo Liu Vedant Shah Oussama Boussif Cristian Meo Anirudh Goyal Tianmin Shu Michael C. Mozer N. Heess Yoshua Bengio 24 7 0 04 Oct 2022
Pareto Actor-Critic for Equilibrium Selection in Multi-Agent Reinforcement Learning Filippos Christianos Georgios Papoudakis Stefano V. Albrecht 35 4 0 28 Sep 2022
Multi-Agent Sequential Decision-Making via Communication Ziluo Ding Kefan Su Wei-xing Hong Liwen Zhu Tiejun Huang Zongqing Lu 18 1 0 26 Sep 2022
More Centralized Training, Still Decentralized Execution: Multi-Agent Conditional Policy Factorization Jiangxing Wang Deheng Ye Zongqing Lu OffRL 47 18 0 26 Sep 2022
Towards a Standardised Performance Evaluation Protocol for Cooperative MARL R. Gorsane Omayma Mahjoub Ruan de Kock Roland Dubb Siddarth S. Singh Arnu Pretorius OffRL 44 50 0 21 Sep 2022
Rethinking Individual Global Max in Cooperative Multi-Agent Reinforcement Learning Yi-Te Hong Yaochu Jin Yang Tang 19 22 0 20 Sep 2022
MA2QL: A Minimalist Approach to Fully Decentralized Multi-Agent Reinforcement Learning Kefan Su Siyuan Zhou Jiechuan Jiang Chuang Gan Xiangjun Wang Zongqing Lu OffRL 36 6 0 17 Sep 2022
Mean-Field Approximation of Cooperative Constrained Multi-Agent Reinforcement Learning (CMARL) Washim Uddin Mondal Vaneet Aggarwal S. Ukkusuri 37 4 0 15 Sep 2022
MIXRTs: Toward Interpretable Multi-Agent Reinforcement Learning via Mixing Recurrent Soft Decision Trees Zichuan Liu Zichuan Liu Zhi Wang Yuanyang Zhu Chunlin Chen 63 5 0 15 Sep 2022
Graphon Mean-Field Control for Cooperative Multi-Agent Reinforcement Learning Yuanquan Hu Xiaoli Wei Jun Yan Heng-Wei Zhang 42 8 0 11 Sep 2022
A Survey on Large-Population Systems and Scalable Multi-Agent Reinforcement Learning Kai Cui Anam Tahir Gizem Ekinci Ahmed Elshamanhory Yannick Eich Mengguang Li Heinz Koeppl AI4CE 89 15 0 08 Sep 2022
On the Near-Optimality of Local Policies in Large Cooperative Multi-Agent Reinforcement Learning Washim Uddin Mondal Vaneet Aggarwal S. Ukkusuri 28 5 0 07 Sep 2022
Learning Practical Communication Strategies in Cooperative Multi-Agent Reinforcement Learning Diyi Hu Chi Zhang Viktor Prasanna Krishnamachari 24 2 0 02 Sep 2022
Taming Multi-Agent Reinforcement Learning with Estimator Variance Reduction Taher Jafferjee Juliusz Ziomek Tianpei Yang Zipeng Dai Jianhong Wang Matthew E. Taylor Kun Shao Jun Wang D. Mguni 40 0 0 02 Sep 2022
Decentralized Coordination in Partially Observable Queueing Networks Jiekai Jia Anam Tahir Heinz Koeppl 39 1 0 29 Aug 2022
Entropy Enhanced Multi-Agent Coordination Based on Hierarchical Graph Learning for Continuous Action Space Yining Chen Ke Wang Guang-hua Song Xiaohong Jiang 28 3 0 23 Aug 2022
Exploring Task-oriented Communication in Multi-agent System: A Deep Reinforcement Learning Approach Guojun He 29 0 0 22 Aug 2022
A Policy Resonance Approach to Solve the Problem of Responsibility Diffusion in Multiagent Reinforcement Learning Qing Fu Tenghai Qiu Jianqiang Yi Zhiqiang Pu Xiaolin Ai Wanmai Yuan 24 0 0 16 Aug 2022
Transformer-based Value Function Decomposition for Cooperative Multi-agent Reinforcement Learning in StarCraft Muhammad Junaid Khan Syed Hammad Ahmed G. Sukthankar 26 15 0 15 Aug 2022
Ad Hoc Teamwork in the Presence of Adversaries Ted Fujimoto Samrat Chatterjee A. Ganguly 35 2 0 09 Aug 2022
Multi-agent reinforcement learning for intent-based service assurance in cellular networks S. K. Perepu †. JeanP.Martins Ricardo Souza Kaushik Dey 11 2 0 07 Aug 2022
Transferable Multi-Agent Reinforcement Learning with Dynamic Participating Agents Xuting Tang Jia Xu Shusen Wang 33 1 0 04 Aug 2022
AACC: Asymmetric Actor-Critic in Contextual Reinforcement Learning Wangyang Yue Yuan Zhou Xiaochuan Zhang Yuchen Hua Zhiyuan Wang Guang Kou OffRL 9 3 0 03 Aug 2022
Cooperative Actor-Critic via TD Error Aggregation Martin Figura Yixuan Lin Ji Liu V. Gupta 28 1 0 25 Jul 2022
A Deep Reinforcement Learning Approach for Finding Non-Exploitable Strategies in Two-Player Atari Games Zihan Ding DiJia Su Qinghua Liu Chi Jin 33 3 0 18 Jul 2022
Stochastic Market Games Kyrill Schmid Lenz Belzner Robert Muller Johannes Tochtermann Claudia Linnhoff-Popien 14 5 0 15 Jul 2022
K-level Reasoning for Zero-Shot Coordination in Hanabi Brandon Cui Hengyuan Hu Luis Pineda Jakob N. Foerster OffRL LRM 25 33 0 14 Jul 2022
Scalable Model-based Policy Optimization for Decentralized Networked Systems Yali Du Chengdong Ma Yuchen Liu Runji Lin Hao Dong Jun Wang Yaodong Yang 34 8 0 13 Jul 2022