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"

50 / 295 papers shown

Title
Fixing Incomplete Value Function Decomposition for Multi-Agent Reinforcement Learning Andrea Baisero Rupali Bhati Shuo Liu Aathira Pillai Christopher Amato 15 0 0 15 May 2025
Community-based Multi-Agent Reinforcement Learning with Transfer and Active Exploration Zhaoyang Shi OffRL 24 0 0 14 May 2025
DARLR: Dual-Agent Offline Reinforcement Learning for Recommender Systems with Dynamic Reward Yi Zhang Ruihong Qiu Xuwei Xu Jiajun Liu Sen Wang OffRL 29 0 0 12 May 2025
A Multi-Agent Reinforcement Learning Approach for Cooperative Air-Ground-Human Crowdsensing in Emergency Rescue Wenhao Lu Zhengqiu Zhu Yong Zhao Yonglin Tian Junjie Zeng J. Zhang Zhong Liu Fei-Yue Wang 24 0 0 11 May 2025
Constant-Memory Strategies in Stochastic Games: Best Responses and Equilibria Fengming Zhu Fangzhen Lin 24 0 0 11 May 2025
JAEGER: Dual-Level Humanoid Whole-Body Controller Ziluo Ding Haobin Jiang Yuxuan Wang Zhenguo Sun Yu Zhang Xiaojie Niu M. Yang Weishuai Zeng Xinrun Xu Zongqing Lu 26 0 0 10 May 2025
Bi-level Mean Field: Dynamic Grouping for Large-Scale MARL Yuxuan Zheng Yihe Zhou Feiyang Xu Mingli Song Shunyu Liu OffRL 29 0 0 10 May 2025
JaxRobotarium: Training and Deploying Multi-Robot Policies in 10 Minutes Shalin Jain Jiazhen Liu Siva Kailas H. Ravichandar 29 0 0 10 May 2025
LLM-Flock: Decentralized Multi-Robot Flocking via Large Language Models and Influence-Based Consensus Peihan Li Lifeng Zhou 23 0 0 10 May 2025
Multi-agent Embodied AI: Advances and Future Directions Zhaohan Feng Ruiqi Xue Lei Yuan Yang Yu Ning Ding M. Liu Bingzhao Gao Jian-jun Sun Gang Wang AI4CE 52 1 0 08 May 2025
Enhancing Cooperative Multi-Agent Reinforcement Learning with State Modelling and Adversarial Exploration A. Kontogiannis Konstantinos Papathanasiou Yi Shen Giorgos Stamou Michael M. Zavlanos G. Vouros 35 0 0 08 May 2025
Rainbow Delay Compensation: A Multi-Agent Reinforcement Learning Framework for Mitigating Delayed Observation Songchen Fu Siang Chen Shaojing Zhao Letian Bai Ta Li Yonghong Yan 27 0 0 06 May 2025
Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Jiacheng Wang Le Liang Hao Ye Chongtao Guo Shi Jin 42 0 0 06 May 2025
Q-function Decomposition with Intervention Semantics with Factored Action Spaces Junkyu Lee Tian Gao Elliot Nelson Miao Liu D. Bhattacharjya Songtao Lu OffRL 45 0 0 30 Apr 2025
Multi-Agent Reinforcement Learning for Resources Allocation Optimization: A Survey Mohamad Abdul Hady Siyi Hu Mahardhika Pratama Jimmy Cao Ryszard Kowalczyk 24 0 0 29 Apr 2025
Solving Multi-Agent Safe Optimal Control with Distributed Epigraph Form MARL Songyuan Zhang Oswin So Mitchell Black Zachary Serlin Chuchu Fan 26 0 0 21 Apr 2025
QLLM: Do We Really Need a Mixing Network for Credit Assignment in Multi-Agent Reinforcement Learning? Zhouyang Jiang Bin Zhang Airong Wei Zhiwei Xu OffRL 32 0 0 17 Apr 2025
Optimizing Multi-Gateway LoRaWAN via Cloud-Edge Collaboration and Knowledge Distillation Hong Yang 25 0 0 13 Apr 2025
Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation Sicong Liu Yang Shu Chenjuan Guo Bin Yang OffRL 58 3 0 27 Mar 2025
LERO: LLM-driven Evolutionary framework with Hybrid Rewards and Enhanced Observation for Multi-Agent Reinforcement Learning Yuan Wei Xiaohan Shan Jianmin Li 36 0 0 25 Mar 2025
Decentralized Navigation of a Cable-Towed Load using Quadrupedal Robot Team via MARL Wen-Tse Chen Minh Nguyen Zhongyu Li Guo Ning Sue K. Sreenath 37 0 0 23 Mar 2025
LLM-Mediated Guidance of MARL Systems Philipp D. Siedler Ian Gemp 40 0 0 16 Mar 2025
PairVDN - Pair-wise Decomposed Value Functions Zak Buzzard 39 0 0 12 Mar 2025
RAILGUN: A Unified Convolutional Policy for Multi-Agent Path Finding Across Different Environments and Tasks Yimin Tang Xiao Xiong Jingyi Xi Jiaoyang Li Erdem Bıyık Sven Koenig 37 0 0 04 Mar 2025
Factorized Deep Q-Network for Cooperative Multi-Agent Reinforcement Learning in Victim Tagging Maria A. Cardei Afsaneh Doryab 34 0 0 02 Mar 2025
Nucleolus Credit Assignment for Effective Coalitions in Multi-agent Reinforcement Learning Yugu Li Zehong Cao Jianglin Qiao Siyi Hu 36 0 0 01 Mar 2025
A Generative Model Enhanced Multi-Agent Reinforcement Learning Method for Electric Vehicle Charging Navigation Tianyang Qi Shibo Chen Jun Zhang 69 0 0 27 Feb 2025
RouteRL: Multi-agent reinforcement learning framework for urban route choice with autonomous vehicles Ahmet Onur Akman Anastasia Psarou Łukasz Gorczyca Zoltán György Varga Grzegorz Jamróz Rafał Kucharski 55 0 0 27 Feb 2025
Leveraging Large Language Models for Effective and Explainable Multi-Agent Credit Assignment Kartik Nagpal Dayi Dong Jean-Baptiste Bouvier Negar Mehr LLMAG 47 1 0 24 Feb 2025
Urban Emergency Rescue Based on Multi-Agent Collaborative Learning: Coordination Between Fire Engines and Traffic Lights Weichao Chen Xiaoyi Yu Longbo Shang Jiange Xi Bo Jin Shengjie Zhao 39 0 0 22 Feb 2025
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Xiaojie Xu Zongyuan Li Chang Lu Runnan Qi Yanan Ni ... Yongchun Fang Kuihua Huang Xian Guo Zhanghua Wu Zhenya Li 48 0 0 19 Feb 2025
Hypernetwork-based approach for optimal composition design in partially controlled multi-agent systems Kyeonghyeon Park David Molina Concha Hyun-Rok Lee Chi-Guhn Lee Taesik Lee 70 0 0 18 Feb 2025
Hierarchical Expert Prompt for Large-Language-Model: An Approach Defeat Elite AI in TextStarCraft II for the First Time Zongyuan Li Chang Lu Xiaojie Xu Runnan Qi Yanan Ni ... Xiangbei Liu X. Zhang Yongchun Fang Kuihua Huang Xian Guo 39 0 0 16 Feb 2025
Single-Agent Planning in a Multi-Agent System: A Unified Framework for Type-Based Planners Fengming Zhu Fangzhen Lin 75 1 0 13 Feb 2025
DECAF: Learning to be Fair in Multi-agent Resource Allocation Ashwin Kumar William Yeoh 84 1 0 06 Feb 2025
B3C: A Minimalist Approach to Offline Multi-Agent Reinforcement Learning Woojun Kim Katia P. Sycara OffRL 89 0 0 30 Jan 2025
Contextual Knowledge Sharing in Multi-Agent Reinforcement Learning with Decentralized Communication and Coordination Hung Du Srikanth Thudumu Hy Nguyen Rajesh Vasa K. Mouzakis 26 0 0 28 Jan 2025
WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control Claire Bizon Monroc A. Busic Donatien Dubuc Jiamin Zhu OffRL 43 1 0 23 Jan 2025
Tackling Uncertainties in Multi-Agent Reinforcement Learning through Integration of Agent Termination Dynamics S. Hazra P. Dasgupta Soumyajit Dey 31 0 0 21 Jan 2025
CORD: Generalizable Cooperation via Role Diversity Kanefumi Matsuyama Kefan Su Jiangxing Wang Deheng Ye Zongqing Lu 35 0 0 04 Jan 2025
MADiff: Offline Multi-agent Learning with Diffusion Models Zhengbang Zhu Minghuan Liu Liyuan Mao Bingyi Kang Minkai Xu Yong Yu Stefano Ermon Weinan Zhang DiffM OffRL 78 33 0 03 Jan 2025
Symmetries-enhanced Multi-Agent Reinforcement Learning N. Bousias Stefanos Pertigkiozoglou Kostas Daniilidis George Pappas AI4CE 71 0 0 02 Jan 2025
Multi Agent Reinforcement Learning for Sequential Satellite Assignment Problems Joshua Holder Natasha Jaques Mehran Mesbahi 69 1 0 20 Dec 2024
An Advantage-based Optimization Method for Reinforcement Learning in Large Action Space Hai Lin Cheng Huang Zhihong Chen OffRL 72 0 0 17 Dec 2024
Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Timothée Anne Noah Syrkis Meriem Elhosni Florian Turati Franck Legendre Alain Jaquier Sebastian Risi LLMAG 90 2 0 16 Dec 2024
Safe Multi-Agent Reinforcement Learning with Convergence to Generalized Nash Equilibrium Zeyang Li Navid Azizan 77 1 0 22 Nov 2024
Learning to Cooperate with Humans using Generative Agents Yancheng Liang Daphne Chen Abhishek Gupta S. Du Natasha Jaques SyDa 63 4 0 21 Nov 2024
An Investigation of Offline Reinforcement Learning in Factorisable Action Spaces Alex Beeson David Ireland Giovanni Montana OffRL 37 0 0 17 Nov 2024
Communication Learning in Multi-Agent Systems from Graph Modeling Perspective Shengchao Hu Li Shen Ya Zhang Dacheng Tao AI4CE 40 0 0 01 Nov 2024
Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression Yixiu Mao Qi Wang Chen Chen Yun Qu Xiangyang Ji OffRL 37 6 0 25 Oct 2024