Multi-Agent Reinforcement Learning is a Sequence Modeling Problem

30 May 2022

Muning Wen

Runji Lin

Papers citing "Multi-Agent Reinforcement Learning is a Sequence Modeling Problem"

50 / 92 papers shown

Title
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 0 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 31 0 0 08 May 2025
MARFT: Multi-Agent Reinforcement Fine-Tuning Junwei Liao Muning Wen J. Wang W. Zhang OffRL 25 0 0 21 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
TERL: Large-Scale Multi-Target Encirclement Using Transformer-Enhanced Reinforcement Learning Heng Zhang Guoxiang Zhao Xiaoqiang Ren 61 0 0 16 Mar 2025
SPECTra: Scalable Multi-Agent Reinforcement Learning with Permutation-Free Networks Hyunwoo Park Baekryun Seong Sang-Ki Ko GNN 60 0 0 14 Mar 2025
PMAT: Optimizing Action Generation Order in Multi-Agent Reinforcement Learning Kun Hu Muning Wen X. Wang S. Zhang Yiwei Shi Minne Li Minglong Li Ying Wen 34 0 0 23 Feb 2025
Reinforcement Learning of Multi-robot Task Allocation for Multi-object Transportation with Infeasible Tasks Yuma Shida Tomohiko Jimbo Tadashi Odashima Takamitsu Matsubara 40 1 0 20 Feb 2025
Policy-to-Language: Train LLMs to Explain Decisions with Flow-Matching Generated Rewards Xinyi Yang Liang Zeng Heng Dong C. Yu X. Wu H. Yang Yu Wang Milind Tambe Tonghan Wang 68 2 0 18 Feb 2025
VolleyBots: A Testbed for Multi-Drone Volleyball Game Combining Motion Control and Strategic Play Zelai Xu Chao Yu Ruize Zhang Huining Yuan Xiangmin Yi Shilong Ji Chuqi Wang Wenhao Tang Yu-Xiang Wang 127 0 0 04 Feb 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 73 31 0 03 Jan 2025
CPIG: Leveraging Consistency Policy with Intention Guidance for Multi-agent Exploration Y. Fu Yuanheng Zhu Haoran Li Zijie Zhao Jiajun Chai Dongbin Zhao 37 0 0 06 Nov 2024
Constrained Human-AI Cooperation: An Inclusive Embodied Social Intelligence Challenge Weihua Du Qiushi Lyu Jiaming Shan Zhenting Qi Hongxin Zhang ... Andi Peng Tianmin Shu Kwonjoon Lee Behzad Dariush Chuang Gan 36 1 0 04 Nov 2024
Communication Learning in Multi-Agent Systems from Graph Modeling Perspective Shengchao Hu Li Shen Ya Zhang Dacheng Tao AI4CE 35 0 0 01 Nov 2024
Multi-Agent Reinforcement Learning with Selective State-Space Models Jemma Daniel Ruan de Kock Louay Ben Nessir Sasha Abramowitz Omayma Mahjoub Wiem Khlifi Claude Formanek Arnu Pretorius Mamba 24 0 0 25 Oct 2024
On Diffusion Models for Multi-Agent Partial Observability: Shared Attractors, Error Bounds, and Composite Flow Tonghan Wang Heng Dong Yanchen Jiang David C. Parkes Milind Tambe DiffM 39 2 0 17 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
Grounded Answers for Multi-agent Decision-making Problem through Generative World Model Zeyang Liu Xinrui Yang Shiguang Sun Long Qian Lipeng Wan Xingyu Chen Xuguang Lan 22 2 0 03 Oct 2024
Computing Ex Ante Equilibrium in Heterogeneous Zero-Sum Team Games Naming Liu Mingzhi Wang Xihuai Wang Weinan Zhang Yaodong Yang Youzhi Zhang Bo An Ying Wen 19 0 0 02 Oct 2024
Putting Data at the Centre of Offline Multi-Agent Reinforcement Learning Claude Formanek Louise Beyers C. Tilbury Jonathan P. Shock Arnu Pretorius OffRL 34 0 0 18 Sep 2024
AutoDirector: Online Auto-scheduling Agents for Multi-sensory Composition Minheng Ni Chenfei Wu Huaying Yuan Zhengyuan Yang Ming Gong Lijuan Wang Zicheng Liu Wangmeng Zuo Nan Duan VGen 28 0 0 21 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
Building Decision Making Models Through Language Model Regime Yu Zhang Haoxiang Liu Feijun Jiang Weihua Luo Kaifu Zhang 33 0 0 12 Aug 2024
The Bandit Whisperer: Communication Learning for Restless Bandits Yunfan Zhao Tonghan Wang Dheeraj M. Nagaraj Aparna Taneja Milind Tambe 44 5 0 11 Aug 2024
Subequivariant Reinforcement Learning in 3D Multi-Entity Physical Environments Runfa Chen Ling Wang Yu Du Tianrui Xue Fuchun Sun Jianwei Zhang Wenbing Huang OffRL 37 1 0 17 Jul 2024
Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks Pu Feng Junkang Liang Size Wang Xin Yu Xin Ji Yiting Chen Kui Zhang Rongye Shi Wenjun Wu 37 7 0 11 Jul 2024
Representation Learning For Efficient Deep Multi-Agent Reinforcement Learning Dom Huh Prasant Mohapatra 27 1 0 05 Jun 2024
CoSLight: Co-optimizing Collaborator Selection and Decision-making to Enhance Traffic Signal Control Jingqing Ruan Ziyue Li Hua Wei Haoyuan Jiang Jiaming Lu Xuantang Xiong Hangyu Mao Rui Zhao 16 6 0 27 May 2024
Reinforcing Language Agents via Policy Optimization with Action Decomposition Muning Wen Ziyu Wan Weinan Zhang Jun Wang Ying Wen 33 7 0 23 May 2024
Learning Multi-Agent Communication from Graph Modeling Perspective Shengchao Hu Li Shen Ya-Qin Zhang Dacheng Tao AI4CE 24 19 0 14 May 2024
SocialGFs: Learning Social Gradient Fields for Multi-Agent Reinforcement Learning Qian Long Fangwei Zhong Mingdong Wu Yizhou Wang Song-Chun Zhu AI4CE 31 1 0 03 May 2024
From Cognition to Computation: A Comparative Review of Human Attention and Transformer Architectures Minglu Zhao Dehong Xu Tao Gao 27 3 0 25 Apr 2024
Self-adaptive PSRO: Towards an Automatic Population-based Game Solver Pengdeng Li Shuxin Li Chang Yang Xinrun Wang Xiao Huang Hau Chan Bo An 23 1 0 17 Apr 2024
COMBO: Compositional World Models for Embodied Multi-Agent Cooperation Hongxin Zhang Zeyuan Wang Qiushi Lyu Zheyuan Zhang Sunli Chen Tianmin Shu Yilun Du Kwonjoon Lee Yilun Du Chuang Gan 41 12 0 16 Apr 2024
Enhancing IoT Intelligence: A Transformer-based Reinforcement Learning Methodology Gaith Rjoub Saidul Islam Jamal Bentahar M. Almaiah Rana Alrawashdeh OffRL 16 1 0 05 Apr 2024
Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration Xudong Guo Daming Shi Junjie Yu Wenhui Fan 38 4 0 05 Apr 2024
Prioritized League Reinforcement Learning for Large-Scale Heterogeneous Multiagent Systems Qing Fu Zhiqiang Pu Min Chen Tenghai Qiu Jianqiang Yi 27 0 0 26 Mar 2024
MQE: Unleashing the Power of Interaction with Multi-agent Quadruped Environment Ziyan Xiong Bo Chen Shiyu Huang Weijuan Tu Zhaofeng He Yang Gao 27 4 0 24 Mar 2024
Multi-agent transformer-accelerated RL for satisfaction of STL specifications Albin Larsson Forsberg Alexandros Nikou Aneta Vulgarakis Feljan Jana Tumova 16 1 0 23 Mar 2024
Leveraging Team Correlation for Approximating Equilibrium in Two-Team Zero-Sum Games Naming Liu Mingzhi Wang Youzhi Zhang Yaodong Yang Bo An Ying Wen 19 0 0 01 Mar 2024
Social Environment Design Edwin Zhang Sadie Zhao Tonghan Wang Safwan Hossain Henry Gasztowtt Stephan Zheng David C. Parkes Milind Tambe Yiling Chen 36 5 0 21 Feb 2024
Large Language Models as Agents in Two-Player Games Yang Liu Peng Sun Hang Li LLMAG 32 4 0 12 Feb 2024
Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement Muning Wen Junwei Liao Cheng Deng Jun Wang Weinan Zhang Ying Wen 21 1 0 09 Feb 2024
Multi-Sender Persuasion: A Computational Perspective Safwan Hossain Tonghan Wang Tao Lin Yiling Chen David C. Parkes Haifeng Xu 13 10 0 07 Feb 2024
Closure Discovery for Coarse-Grained Partial Differential Equations Using Grid-based Reinforcement Learning Jan-Philipp von Bassewitz Sebastian Kaltenbach P. Koumoutsakos AI4CE 30 1 0 01 Feb 2024
Multi-Agent Diagnostics for Robustness via Illuminated Diversity Mikayel Samvelyan Davide Paglieri Minqi Jiang Jack Parker-Holder Tim Rocktaschel AAML 13 4 0 24 Jan 2024
Backpropagation Through Agents Zhiyuan Li Wenshuai Zhao Lijun Wu J. Pajarinen 19 1 0 23 Jan 2024
AgentMixer: Multi-Agent Correlated Policy Factorization Zhiyuan Li Wenshuai Zhao Lijun Wu J. Pajarinen OffRL 26 1 0 16 Jan 2024
OpenRL: A Unified Reinforcement Learning Framework Shiyu Huang Wentse Chen Yiwen Sun Fuqing Bie Weijuan Tu 35 3 0 20 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 17 2 0 13 Dec 2023