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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"

50 / 753 papers shown

Title
FM3Q: Factorized Multi-Agent MiniMax Q-Learning for Two-Team Zero-Sum Markov Game Guangzheng Hu Yuanheng Zhu Haoran Li Dongbin Zhao 38 5 0 01 Feb 2024
Fully Independent Communication in Multi-Agent Reinforcement Learning Rafael Pina V. D. Silva Corentin Artaud Xiaolan Liu 60 5 0 26 Jan 2024
Multi-Agent Diagnostics for Robustness via Illuminated Diversity Mikayel Samvelyan Davide Paglieri Minqi Jiang Jack Parker-Holder Tim Rocktaschel AAML 99 4 0 24 Jan 2024
Generalization of Heterogeneous Multi-Robot Policies via Awareness and Communication of Capabilities Pierce Howell Max Rudolph R. Torbati Kevin Fu Harish Ravichandar 56 6 0 23 Jan 2024
Multi-agent deep reinforcement learning with centralized training and decentralized execution for transportation infrastructure management M. Saifullah K. G. Papakonstantinou C. Andriotis S. M. Stoffels AI4CE 101 2 0 23 Jan 2024
Collaborative Reinforcement Learning Based Unmanned Aerial Vehicle (UAV) Trajectory Design for 3D UAV Tracking Yujiao Zhu Ming Chen Sihua Wang Ye Hu Yuchen Liu Changchuan Yin 45 6 0 22 Jan 2024
Bridging Evolutionary Algorithms and Reinforcement Learning: A Comprehensive Survey on Hybrid Algorithms Pengyi Li Jianye Hao Hongyao Tang Xian Fu Yan Zheng Ke Tang 121 13 0 22 Jan 2024
T2MAC: Targeted and Trusted Multi-Agent Communication through Selective Engagement and Evidence-Driven Integration Chuxiong Sun Zehua Zang Jiabao Li Jiangmeng Li Xiao Xu Rui Wang Changwen Zheng 56 10 0 19 Jan 2024
REValueD: Regularised Ensemble Value-Decomposition for Factorisable Markov Decision Processes David Ireland Giovanni Montana 93 4 0 16 Jan 2024
CycLight: learning traffic signal cooperation with a cycle-level strategy Gengyue Han Xiaohan Liu Xianyue Peng Hao Wang Yu Han 74 6 0 16 Jan 2024
Confidence-Based Curriculum Learning for Multi-Agent Path Finding Thomy Phan Joseph Driscoll Justin Romberg Sven Koenig 52 3 0 11 Jan 2024
Fully Decentralized Cooperative Multi-Agent Reinforcement Learning: A Survey Jiechuan Jiang Kefan Su Zongqing Lu 96 3 0 10 Jan 2024
Leveraging Partial Symmetry for Multi-Agent Reinforcement Learning Xin Yu Rongye Shi Pu Feng Yongkai Tian Simin Li Shuhao Liao Wenjun Wu 94 9 0 30 Dec 2023
ConcaveQ: Non-Monotonic Value Function Factorization via Concave Representations in Deep Multi-Agent Reinforcement Learning Huiqun Li Hanhan Zhou Yifei Zou Dongxiao Yu Tian-Shing Lan 45 8 0 24 Dec 2023
Cautiously-Optimistic Knowledge Sharing for Cooperative Multi-Agent Reinforcement Learning Yanwen Ba Xuan Liu Xinning Chen Hao Wang Yang Xu Kenli Li Shigeng Zhang 55 2 0 19 Dec 2023
Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects Min Hua Dong Chen Xinda Qi Kun Jiang Z. Liu Quan Zhou Hongming Xu 77 10 0 18 Dec 2023
Multi-agent Reinforcement Learning: A Comprehensive Survey Dom Huh Prasant Mohapatra AI4CE 82 10 0 15 Dec 2023
Situation-Dependent Causal Influence-Based Cooperative Multi-agent Reinforcement Learning Xiao Du Yutong Ye Peng Zhang Yaning Yang Mingsong Chen Ting Wang 56 4 0 15 Dec 2023
On Diagnostics for Understanding Agent Training Behaviour in Cooperative MARL Wiem Khlifi Siddarth S. Singh Omayma Mahjoub Ruan de Kock Abidine Vall R. Gorsane Arnu Pretorius 112 1 0 13 Dec 2023
Efficiently Quantifying Individual Agent Importance in Cooperative MARL Omayma Mahjoub Ruan de Kock Siddarth S. Singh Wiem Khlifi Abidine Vall Kale-ab Tessera Arnu Pretorius FAtt 85 2 0 13 Dec 2023
How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning Siddarth S. Singh Omayma Mahjoub Ruan de Kock Wiem Khlifi Abidine Vall Kale-ab Tessera Arnu Pretorius 106 1 0 13 Dec 2023
A Review of Cooperation in Multi-agent Learning Yali Du Joel Z Leibo Usman Islam Richard Willis P. Sunehag 107 34 0 08 Dec 2023
Mastering Complex Coordination through Attention-based Dynamic Graph Guangchong Zhou Zhiwei Xu Zeren Zhang Guoliang Fan GNN 87 0 0 07 Dec 2023
BenchMARL: Benchmarking Multi-Agent Reinforcement Learning Matteo Bettini Amanda Prorok Vincent Moens OffRL 81 15 0 03 Dec 2023
Learning to Cooperate and Communicate Over Imperfect Channels Jannis Weil Gizem Ekinci Heinz Koeppl Tobias Meuser 62 0 0 24 Nov 2023
Enhancing Multi-Agent Coordination through Common Operating Picture Integration Peihong Yu Bhoram Lee Aswin Raghavan S. Samarasekera Pratap Tokekar James Zachary Hare 55 1 0 08 Nov 2023
The NeurIPS 2022 Neural MMO Challenge: A Massively Multiagent Competition with Specialization and Trade Enhong Liu Joseph Suárez Chenhui You Bo Wu Bingcheng Chen ... Yuejia Huang Kun Zhang Hanhui Yang Shi-bao Tang Phillip Isola 25 0 0 07 Nov 2023
A Brain-inspired Theory of Collective Mind Model for Efficient Social Cooperation Zhuoya Zhao Feifei Zhao Shiwen Wang Yinqian Sun Yi Zeng 78 3 0 06 Nov 2023
AlberDICE: Addressing Out-Of-Distribution Joint Actions in Offline Multi-Agent RL via Alternating Stationary Distribution Correction Estimation Daiki E. Matsunaga Jongmin Lee Jaeseok Yoon Stefanos Leonardos Pieter Abbeel Kee-Eung Kim OODD OffRL 70 5 0 03 Nov 2023
RiskQ: Risk-sensitive Multi-Agent Reinforcement Learning Value Factorization Siqi Shen Chennan Ma Chao Li Weiquan Liu Yongquan Fu Songzhu Mei Xinwang Liu Cheng-Yu Wang 60 13 0 03 Nov 2023
Selectively Sharing Experiences Improves Multi-Agent Reinforcement Learning M. Gerstgrasser Tom Danino Sarah Keren 77 7 0 01 Nov 2023
DePAint: A Decentralized Safe Multi-Agent Reinforcement Learning Algorithm considering Peak and Average Constraints Raheeb Hassan K. M. S. Wadith Md. Mamun-or Rashid Md. Mosaddek Khan 71 2 0 22 Oct 2023
Seeking Next Layer Neurons' Attention for Error-Backpropagation-Like Training in a Multi-Agent Network Framework Arshia Soltani Moakhar Mohammad Azizmalayeri Hossein Mirzaei M. T. Manzuri M. Rohban 82 2 0 15 Oct 2023
Robust Multi-Agent Reinforcement Learning by Mutual Information Regularization Simin Li Ruixiao Xu Jingqiao Xiu Yuwei Zheng Pu Feng Yaodong Yang Xianglong Liu 81 2 0 15 Oct 2023
Deep Reinforcement Learning for Autonomous Cyber Operations: A Survey Gregory Palmer Chris Parry Daniel J.B. Harrold Chris Willis AI4CE 90 1 0 11 Oct 2023
Measuring Acoustics with Collaborative Multiple Agents Yinfeng Yu Changan Chen Lele Cao Fangkai Yang Gang Hua 79 1 0 09 Oct 2023
FP3O: Enabling Proximal Policy Optimization in Multi-Agent Cooperation with Parameter-Sharing Versatility Lang Feng Dong Xing Junru Zhang Gang Pan 49 1 0 08 Oct 2023
Fictitious Cross-Play: Learning Global Nash Equilibrium in Mixed Cooperative-Competitive Games Zelai Xu Yancheng Liang Chao Yu Yu Wang Yi Wu 93 9 0 05 Oct 2023
Deep reinforcement learning for machine scheduling: Methodology, the state-of-the-art, and future directions Maziyar Khadivi Todd Charter Marjan Yaghoubi Masoud Jalayer Maryam Ahang Ardeshir Shojaeinasab Homayoun Najjaran 73 11 0 04 Oct 2023
Learn to Follow: Decentralized Lifelong Multi-agent Pathfinding via Planning and Learning Alexey Skrynnik Anton Andreychuk Maria Nesterova Konstantin Yakovlev Aleksandr I. Panov 97 23 0 02 Oct 2023
Boosting Studies of Multi-Agent Reinforcement Learning on Google Research Football Environment: the Past, Present, and Future Yan Song He Jiang Haifeng Zhang Zheng Tian Weinan Zhang Jun Wang OffRL 58 8 0 22 Sep 2023
Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning Jianzhun Shao Yun Qu Chen Chen Hongchang Zhang Xiangyang Ji OffRL 87 22 0 22 Sep 2023
Learning to Coordinate with Anyone Lei Yuan Lihe Li Ziqian Zhang F. Chen Tianyi Zhang Cong Guan Yang Yu Zhi Zhou LLMAG 107 5 0 22 Sep 2023
Leveraging World Model Disentanglement in Value-Based Multi-Agent Reinforcement Learning Zhizun Wang David Meger DRL 50 2 0 08 Sep 2023
Policy Diversity for Cooperative Agents M. Tan Andong Tian Ludovic Denoyer 61 2 0 28 Aug 2023
Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning Jacob Wiebe Ranwa Al Mallah Li Li AAML 60 4 0 25 Aug 2023
ProAgent: Building Proactive Cooperative Agents with Large Language Models Ceyao Zhang Kaijie Yang Siyi Hu Zihao Wang Guanghe Li ... Xiaojun Chang Junge Zhang Feng Yin Yitao Liang Yaodong Yang LM&Ro LLMAG 117 83 0 22 Aug 2023
FoX: Formation-aware exploration in multi-agent reinforcement learning Yonghyeon Jo Sunwoo Lee Junghyuk Yum Seungyul Han 75 7 0 22 Aug 2023
Collaborative Route Planning of UAVs, Workers and Cars for Crowdsensing in Disaster Response Lei Han Chunyu Tu Zhiwen Yu Zhiyong Yu Weihua Shan Liang Wang Bin Guo 58 3 0 21 Aug 2023
Intelligent Communication Planning for Constrained Environmental IoT Sensing with Reinforcement Learning Yi Hu Jinhang Zuo Bob Iannucci Carlee Joe-Wong 54 2 0 19 Aug 2023