Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning

19 March 2020

Tabish Rashid

Mikayel Samvelyan

Christian Schroeder de Witt

Papers citing "Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning"

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Title
Hierarchical Multi-agent Reinforcement Learning for Cyber Network Defense Aditya Vikram Singh Ethan Rathbun Emma Graham Lisa Oakley Simona Boboila Alina Oprea Peter Chin AAML 16 2 0 22 Oct 2024
Delay-Constrained Grant-Free Random Access in MIMO Systems: Distributed Pilot Allocation and Power Control Jianan Bai Zheng Chen Erik G. Larsson 17 0 0 22 Oct 2024
MAC Revivo: Artificial Intelligence Paves the Way Jinzhe Pan Jingqing Wang Zelin Yun Zhiyong Xiao Yuehui Ouyang Wenchi Cheng Wei Zhang 16 1 0 21 Oct 2024
Improving the Generalization of Unseen Crowd Behaviors for Reinforcement Learning based Local Motion Planners Wen Zheng Terence Ng Jianda Chen Sinno Jialin Pan Tianwei Zhang 33 0 0 16 Oct 2024
MFC-EQ: Mean-Field Control with Envelope Q-Learning for Moving Decentralized Agents in Formation Qiushi Lin Hang Ma 24 1 0 15 Oct 2024
Multiple Ships Cooperative Navigation and Collision Avoidance using Multi-agent Reinforcement Learning with Communication Y. Wang Y. Zhao 16 1 0 12 Oct 2024
Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning Xinran Li Ling Pan Jun Zhang 20 1 0 11 Oct 2024
Learning to Balance Altruism and Self-interest Based on Empathy in Mixed-Motive Games Fanqi Kong Yizhe Huang Song-Chun Zhu Siyuan Qi Xue Feng 26 2 0 10 Oct 2024
Cooperative and Asynchronous Transformer-based Mission Planning for Heterogeneous Teams of Mobile Robots Milad Farjadnasab Shahin Sirouspour 33 0 0 08 Oct 2024
Learning in complex action spaces without policy gradients Arash Tavakoli Sina Ghiassian Nemanja Rakićević OffRL 23 0 0 08 Oct 2024
Learning Emergence of Interaction Patterns across Independent RL Agents in Multi-Agent Environments Vasanth Reddy Baddam Suat Gumussoy Almuatazbellah Boker Hoda Eldardiry OffRL AI4CE 19 0 0 03 Oct 2024
ComaDICE: Offline Cooperative Multi-Agent Reinforcement Learning with Stationary Distribution Shift Regularization The Viet Bui Thanh Hong Nguyen Tien Mai OffRL 28 0 0 02 Oct 2024
MARLens: Understanding Multi-agent Reinforcement Learning for Traffic Signal Control via Visual Analytics Yutian Zhang Guohong Zheng Zhiyuan Liu Quan Li Haipeng Zeng 29 2 0 02 Oct 2024
Exploiting Structure in Offline Multi-Agent RL: The Benefits of Low Interaction Rank Wenhao Zhan Scott Fujimoto Zheqing Zhu Jason D. Lee Daniel Jiang Yonathan Efroni OffRL 27 0 0 01 Oct 2024
Enabling Multi-Robot Collaboration from Single-Human Guidance Zhengran Ji Lingyu Zhang Paul Sajda Boyuan Chen 29 1 0 30 Sep 2024
Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training Pihe Hu Shaolong Li Zhuoran Li L. Pan Longbo Huang 18 0 0 28 Sep 2024
Multi-agent Reinforcement Learning for Dynamic Dispatching in Material Handling Systems Xian Yeow Lee Haiyan Wang Daisuke Katsumata Takaharu Matsui Chetan Gupta 29 1 0 27 Sep 2024
Advancing Multi-Organ Disease Care: A Hierarchical Multi-Agent Reinforcement Learning Framework Daniel J. Tan Qianyi Xu K. See Dilruk Perera Mengling Feng AI4CE 24 0 0 06 Sep 2024
An Introduction to Centralized Training for Decentralized Execution in Cooperative Multi-Agent Reinforcement Learning Christopher Amato OffRL 31 8 0 04 Sep 2024
MASQ: Multi-Agent Reinforcement Learning for Single Quadruped Robot Locomotion Qi Liu Jingxiang Guo Sixu Lin Shuaikang Ma Jinxuan Zhu Yanjie Li 37 1 0 25 Aug 2024
Multi-Agent Reinforcement Learning for Autonomous Driving: A Survey Ruiqi Zhang Jing Hou Florian Walter Shangding Gu Jiayi Guan Florian Röhrbein Yali Du Panpan Cai G. Chen Alois Knoll 41 12 0 19 Aug 2024
Bridging Training and Execution via Dynamic Directed Graph-Based Communication in Cooperative Multi-Agent Systems Zhuohui Zhang Bin He Bin Cheng Gang Li 24 1 0 14 Aug 2024
Improving Global Parameter-sharing in Physically Heterogeneous Multi-agent Reinforcement Learning with Unified Action Space Xiaoyang Yu Youfang Lin Shuo Wang Kai Lv Sheng Han 38 0 0 14 Aug 2024
QTypeMix: Enhancing Multi-Agent Cooperative Strategies through Heterogeneous and Homogeneous Value Decomposition Songchen Fu Shaojing Zhao Ta Li Yonghong Yan 21 2 0 12 Aug 2024
Asynchronous Credit Assignment Framework for Multi-Agent Reinforcement Learning Yongheng Liang Hejun Wu Haitao Wang Hao Cai 39 0 0 07 Aug 2024
A Survey on Self-play Methods in Reinforcement Learning Ruize Zhang Zelai Xu Chengdong Ma Chao Yu Weijuan Tu ... Deheng Ye Wenbo Ding Yaodong Yang Yu Wang Yu Wang SyDa SSL OnRL 46 8 0 02 Aug 2024
Collaborative Adaptation for Recovery from Unforeseen Malfunctions in Discrete and Continuous MARL Domains Yasin Findik Hunter Hasenfus Reza Azadeh 25 0 0 27 Jul 2024
Relational Q-Functionals: Multi-Agent Learning to Recover from Unforeseen Robot Malfunctions in Continuous Action Domains Yasin Findik Paul Robinette Kshitij Jerath Reza Azadeh 29 1 0 27 Jul 2024
POGEMA: A Benchmark Platform for Cooperative Multi-Agent Pathfinding Alexey Skrynnik Anton Andreychuk Anatolii Borzilov Alexander Chernyavskiy Konstantin Yakovlev Aleksandr I. Panov 35 1 0 20 Jul 2024
Cooperative Reward Shaping for Multi-Agent Pathfinding Zhenyu Song Rong-hao Zheng Senlin Zhang Mei-qin Liu 38 1 0 15 Jul 2024
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community Yan Liu Bin Guo Nuo Li Yasan Ding Zhouyangzi Zhang Zhiwen Yu 37 1 0 09 Jul 2024
FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging Pranab Sahoo Ashutosh Tripathi Sriparna Saha S. Mondal 38 0 0 08 Jul 2024
Simplifying Deep Temporal Difference Learning Matteo Gallici Mattie Fellows Benjamin Ellis B. Pou Ivan Masmitja Jakob Foerster Mario Martin OffRL 57 14 0 05 Jul 2024
Coordination Failure in Cooperative Offline MARL C. Tilbury Claude Formanek Louise Beyers Jonathan P. Shock Arnu Pretorius OffRL 33 1 0 01 Jul 2024
Diffusion Models for Offline Multi-agent Reinforcement Learning with Safety Constraints Jianuo Huang OffRL 27 0 0 30 Jun 2024
A Two-stage Reinforcement Learning-based Approach for Multi-entity Task Allocation Aicheng Gong Kai Yang Jiafei Lyu Xiu Li 21 6 0 29 Jun 2024
Intrinsic Action Tendency Consistency for Cooperative Multi-Agent Reinforcement Learning Junkai Zhang Yifan Zhang Xi Sheryl Zhang Yifan Zang Jian Cheng 31 4 0 26 Jun 2024
CuDA2: An approach for Incorporating Traitor Agents into Cooperative Multi-Agent Systems Zhen Chen Yong Liao Youpeng Zhao Zipeng Dai Jian Zhao AAML 21 0 0 25 Jun 2024
Hierarchical Framework for Optimizing Wildfire Surveillance and Suppression using Human-Autonomous Teaming Mahdi Al-Husseini K. H. Wray Mykel J. Kochenderfer 26 0 0 25 Jun 2024
A Super-human Vision-based Reinforcement Learning Agent for Autonomous Racing in Gran Turismo Miguel Vasco Takuma Seno Kenta Kawamoto K. Subramanian Peter R. Wurman Peter Stone 38 5 0 18 Jun 2024
Decentralized Collaborative Pricing and Shunting for Multiple EV Charging Stations Based on Multi-Agent Reinforcement Learning Tianhao Bu Hang Li Guojie Li 21 0 0 17 Jun 2024
Mix Q-learning for Lane Changing: A Collaborative Decision-Making Method in Multi-Agent Deep Reinforcement Learning Xiaojun Bi Mingjie He Yiwen Sun 16 1 0 14 Jun 2024
Efficient Adaptation in Mixed-Motive Environments via Hierarchical Opponent Modeling and Planning Yizhe Huang Anji Liu Fanqi Kong Yaodong Yang Song-Chun Zhu Xue Feng 32 3 0 12 Jun 2024
Carbon Market Simulation with Adaptive Mechanism Design Han Wang Wenhao Li Hongyuan Zha Baoxiang Wang 19 3 0 12 Jun 2024
DNN Partitioning, Task Offloading, and Resource Allocation in Dynamic Vehicular Networks: A Lyapunov-Guided Diffusion-Based Reinforcement Learning Approach Zhang Liu Hongyang Du Junzhe Lin Zhibin Gao Lianfen Huang Seyyedali Hosseinalipour Dusit Niyato 21 7 0 11 Jun 2024
On Limitation of Transformer for Learning HMMs Jiachen Hu Qinghua Liu Chi Jin 42 3 0 06 Jun 2024
FightLadder: A Benchmark for Competitive Multi-Agent Reinforcement Learning Wenzhe Li Zihan Ding Seth Karten Chi Jin 32 1 0 04 Jun 2024
Safe Multi-Agent Reinforcement Learning with Bilevel Optimization in Autonomous Driving Zhi Zheng Shangding Gu 35 2 0 28 May 2024
Individual Contributions as Intrinsic Exploration Scaffolds for Multi-agent Reinforcement Learning Xinran Li Zifan Liu Shibo Chen Jun Zhang 27 2 0 28 May 2024
Knowing What Not to Do: Leverage Language Model Insights for Action Space Pruning in Multi-agent Reinforcement Learning Zhihao Liu Xianliang Yang Zichuan Liu Yifan Xia Wei Jiang Yuanyu Zhang Lijuan Li Guoliang Fan Lei Song Bian Jiang LLMAG 31 1 0 27 May 2024