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
An Analysis of Multi-Agent Reinforcement Learning for Decentralized Inventory Control Systems Marwan Mousa Damien van de Berg Niki Kotecha Ehecatl Antonio del Rio Chanona M. Mowbray 15 13 0 21 Jul 2023
QMNet: Importance-Aware Message Exchange for Decentralized Multi-Agent Reinforcement Learning Xiufeng Huang Sheng Zhou 13 1 0 18 Jul 2023
Optimal Symmetric Strategies in Multi-Agent Systems with Decentralized Information Sagar Sudhakara A. Nayyar 14 1 0 14 Jul 2023
Learning Multiple Coordinated Agents under Directed Acyclic Graph Constraints Jaeyeon Jang Diego Klabjan Han Liu Nital S. Patel Xiuqi Li Balakrishnan Ananthanarayanan Husam Dauod Tzung-Han Juang 15 1 0 13 Jul 2023
Multi-Agent Cooperation via Unsupervised Learning of Joint Intentions Shanqi Liu Weiwei Liu Wenzhou Chen Guanzhong Tian Y. Liu 25 0 0 05 Jul 2023
Emergent Resource Exchange and Tolerated Theft Behavior using Multi-Agent Reinforcement Learning Jack Garbus Jordan Pollack 14 0 0 04 Jul 2023
Beyond Conservatism: Diffusion Policies in Offline Multi-agent Reinforcement Learning Zhuoran Li Ling Pan Longbo Huang DiffM OffRL 20 7 0 04 Jul 2023
TVDO: Tchebycheff Value-Decomposition Optimization for Multi-Agent Reinforcement Learning Xiao Hu P. Guo Chuanwei Zhou Tong Zhang Zhen Cui 27 0 0 24 Jun 2023
Decentralized Multi-Agent Reinforcement Learning with Global State Prediction Josh Bloom Pranjal Paliwal Apratim Mukherjee Carlo Pinciroli 22 3 0 22 Jun 2023
Discovering Causality for Efficient Cooperation in Multi-Agent Environments Rafael Pina V. D. Silva Corentin Artaud 28 2 0 20 Jun 2023
IMP-MARL: a Suite of Environments for Large-scale Infrastructure Management Planning via MARL Pascal Leroy P. G. Morato J. Pisane A. Kolios D. Ernst OffRL 35 9 0 20 Jun 2023
Informed POMDP: Leveraging Additional Information in Model-Based RL Gaspard Lambrechts Adrien Bolland D. Ernst 15 7 0 20 Jun 2023
Dynamic Size Message Scheduling for Multi-Agent Communication under Limited Bandwidth Qingshuang Sun Denis Steckelmacher Y. Yao Ann Nowé Raphael Avalos AI4CE 24 0 0 16 Jun 2023
Understanding the Application of Utility Theory in Robotics and Artificial Intelligence: A Survey Qin Yang R. Liu 14 4 0 15 Jun 2023
Offline Multi-Agent Reinforcement Learning with Coupled Value Factorization Xiangsen Wang Xianyuan Zhan OffRL 19 5 0 15 Jun 2023
Hierarchical Task Network Planning for Facilitating Cooperative Multi-Agent Reinforcement Learning Xuechen Mu H. Zhuo C. L. P. Chen Kai Zhang Chao Yu Jianye Hao 35 1 0 14 Jun 2023
DenseLight: Efficient Control for Large-scale Traffic Signals with Dense Feedback Junfan Lin Yuying Zhu Lingbo Liu Yang Liu Guanbin Li Liang Lin 32 11 0 13 Jun 2023
A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning Wei-Fang Sun Cheng-Kuang Lee Simon See Chun-Yi Lee OffRL 11 1 0 04 Jun 2023
EMOTE: An Explainable architecture for Modelling the Other Through Empathy M. Senadeera Thommen Karimpanal George Sunil R. Gupta Stephan Jacobs Santu Rana 6 1 0 01 Jun 2023
AccMER: Accelerating Multi-Agent Experience Replay with Cache Locality-aware Prioritization Kailash Gogineni Yongsheng Mei Peng Wei Tian-Shing Lan Guru Venkataramani 16 13 0 31 May 2023
Centralised rehearsal of decentralised cooperation: Multi-agent reinforcement learning for the scalable coordination of residential energy flexibility Flora Charbonnier Bei Peng Thomas Morstyn Malcolm McCulloch 17 6 0 30 May 2023
Reinforcement Learning With Reward Machines in Stochastic Games Jueming Hu Jean-Raphael Gaglione Yanze Wang Zhe Xu Ufuk Topcu Yongming Liu 16 1 0 27 May 2023
Is Centralized Training with Decentralized Execution Framework Centralized Enough for MARL? Yihe Zhou Shunyu Liu Yunpeng Qing Kaixuan Chen Tongya Zheng Yanhao Huang Jie Song 28 17 0 27 May 2023
A Model-Based Solution to the Offline Multi-Agent Reinforcement Learning Coordination Problem Paul Barde Jakob N. Foerster Derek Nowrouzezahrai Amy Zhang OffRL 20 8 0 26 May 2023
Formal Modelling for Multi-Robot Systems Under Uncertainty Charlie Street Masoumeh Mansouri Bruno Lacerda 21 0 0 26 May 2023
Monte-Carlo Search for an Equilibrium in Dec-POMDPs Yang You Vincent Thomas F. Colas Olivier Buffet 11 1 0 19 May 2023
Collective Large-scale Wind Farm Multivariate Power Output Control Based on Hierarchical Communication Multi-Agent Proximal Policy Optimization Yubao Zhang X. Chen Sumei Gong Hao-lei Chen 17 8 0 17 May 2023
More Like Real World Game Challenge for Partially Observable Multi-Agent Cooperation Meng Yao Xueou Feng Qiyue Yin 16 0 0 15 May 2023
Stackelberg Decision Transformer for Asynchronous Action Coordination in Multi-Agent Systems Bin Zhang Hangyu Mao Lijuan Li Zhiwei Xu Dapeng Li Rui Zhao Guoliang Fan OffRL 31 5 0 13 May 2023
Boosting Value Decomposition via Unit-Wise Attentive State Representation for Cooperative Multi-Agent Reinforcement Learning Qingpeng Zhao Yuanyang Zhu Zichuan Liu Zhi Wang Chunlin Chen OffRL 28 1 0 12 May 2023
Learning Optimal "Pigovian Tax" in Sequential Social Dilemmas Yun Hua Shang Gao Wenhao Li Bo Jin Xiangfeng Wang H. Zha 19 3 0 10 May 2023
Fast Teammate Adaptation in the Presence of Sudden Policy Change Ziqian Zhang Lei Yuan Lihe Li Ke Xue Chengxing Jia Cong Guan Chao Qian Yang Yu 30 8 0 10 May 2023
Robust multi-agent coordination via evolutionary generation of auxiliary adversarial attackers Lei Yuan Zifei Zhang Ke Xue Hao Yin F. Chen Cong Guan Lihe Li Chao Qian Yang Yu AAML 24 16 0 10 May 2023
SMAClite: A Lightweight Environment for Multi-Agent Reinforcement Learning Adam Michalski Filippos Christianos Stefano V. Albrecht 13 3 0 09 May 2023
Latent Interactive A2C for Improved RL in Open Many-Agent Systems Keyang He Prashant Doshi Bikramjit Banerjee OffRL 23 3 0 09 May 2023
Communication-Robust Multi-Agent Learning by Adaptable Auxiliary Multi-Agent Adversary Generation Lei Yuan F. Chen Zhongzhan Zhang Yang Yu AAML 44 10 0 09 May 2023
Multi-agent Continual Coordination via Progressive Task Contextualization Lei Yuan Lihe Li Ziqian Zhang Fuxiang Zhang Cong Guan Yang Yu CLL 31 7 0 07 May 2023
Robust Multi-agent Communication via Multi-view Message Certification Lei Yuan T. Jiang Lihe Li F. Chen Zongzhang Zhang Yang Yu 34 2 0 07 May 2023
On the Optimality, Stability, and Feasibility of Control Barrier Functions: An Adaptive Learning-Based Approach A. Chriat Chuangchuang Sun 24 4 0 05 May 2023
Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare Shengpu Tang Maggie Makar Michael Sjoding Finale Doshi-Velez Jenna Wiens OffRL 48 37 0 02 May 2023
From Explicit Communication to Tacit Cooperation:A Novel Paradigm for Cooperative MARL Dapeng Li Zhiwei Xu Bin Zhang Guoliang Fan 44 7 0 28 Apr 2023
$N$\text{A}^\text{2}$Q: Neural Attention Additive Model for Interpretable Multi-Agent Q-Learning$ N $\text{A}^\text{2}$ Q: Neural Attention Additive Model for Interpretable Multi-Agent Q-Learning Zichuan Liu Yuanyang Zhu Chunlin Chen 45 10 0 26 Apr 2023
Partially Observable Mean Field Multi-Agent Reinforcement Learning Based on Graph-Attention Min Yang Guanjun Liu Ziyuan Zhou 21 12 0 25 Apr 2023
SEA: A Spatially Explicit Architecture for Multi-Agent Reinforcement Learning Dapeng Li Zhiwei Xu Bin Zhang Guoliang Fan 3DPC 20 2 0 25 Apr 2023
Towards Effective and Interpretable Human-Agent Collaboration in MOBA Games: A Communication Perspective Yiming Gao Feiyu Liu Liang Wang Zhenjie Lian Weixuan Wang ... Jiawei Wang Qiang Fu Wei Yang Lanxiao Huang Wei Liu 32 6 0 23 Apr 2023
Inducing Stackelberg Equilibrium through Spatio-Temporal Sequential Decision-Making in Multi-Agent Reinforcement Learning Bin Zhang Lijuan Li Zhiwei Xu Dapeng Li Guoliang Fan 12 9 0 20 Apr 2023
Heterogeneous-Agent Reinforcement Learning Yifan Zhong J. Kuba Xidong Feng Siyi Hu Jiaming Ji Yaodong Yang 18 36 0 19 Apr 2023
MABL: Bi-Level Latent-Variable World Model for Sample-Efficient Multi-Agent Reinforcement Learning Aravind Venugopal Stephanie Milani Fei Fang Balaraman Ravindran OffRL 16 0 0 12 Apr 2023
Multi-agent Policy Reciprocity with Theoretical Guarantee Haozhi Wang Yinchuan Li Qing Wang Yunfeng Shao Jianye Hao 17 0 0 12 Apr 2023
Effective and Stable Role-Based Multi-Agent Collaboration by Structural Information Principles Xianghua Zeng Hao Peng Angsheng Li 11 28 0 03 Apr 2023