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"

42 / 92 papers shown

Title
Attention-Guided Contrastive Role Representations for Multi-Agent Reinforcement Learning Zican Hu Zongzhang Zhang Huaxiong Li Chunlin Chen Hongyu Ding Zhi Wang 60 8 0 08 Dec 2023
MASP: Scalable GNN-based Planning for Multi-Agent Navigation Xinyi Yang Xinting Yang Chao Yu Jiayu Chen Huazhong Yang Yu Wang AI4CE 26 0 0 05 Dec 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 11 3 0 03 Nov 2023
Diffusion Models for Reinforcement Learning: A Survey Zhengbang Zhu Hanye Zhao Haoran He Yichao Zhong Shenyu Zhang Haoquan Guo Tingting Chen Weinan Zhang 27 58 0 02 Nov 2023
DACOOP-A: Decentralized Adaptive Cooperative Pursuit via Attention Zheng Zhang Dengyu Zhang Qingrui Zhang Wei Pan Tianjiang Hu 14 4 0 24 Oct 2023
MaskMA: Towards Zero-Shot Multi-Agent Decision Making with Mask-Based Collaborative Learning Jie Liu Yinmin Zhang Chuming Li Chao Yang Yaodong Yang Yu Liu Wanli Ouyang 13 1 0 18 Oct 2023
GEAR: A GPU-Centric Experience Replay System for Large Reinforcement Learning Models Hanjing Wang Man-Kit Sit Cong He Ying Wen Weinan Zhang J. Wang Yaodong Yang Luo Mai OffRL VLM 22 1 0 08 Oct 2023
FP3O: Enabling Proximal Policy Optimization in Multi-Agent Cooperation with Parameter-Sharing Versatility Lang Feng Dong Xing Junru Zhang Gang Pan 13 1 0 08 Oct 2023
Accelerate Multi-Agent Reinforcement Learning in Zero-Sum Games with Subgame Curriculum Learning Jiayu Chen Zelai Xu Yunfei Li Chao Yu Jiaming Song Huazhong Yang Fei Fang Yu Wang Yi Wu 19 4 0 07 Oct 2023
COMPOSER: Scalable and Robust Modular Policies for Snake Robots Yuyou Zhang Yaru Niu Xingyu Liu Ding Zhao 14 2 0 02 Oct 2023
Multi-Robot Cooperative Socially-Aware Navigation Using Multi-Agent Reinforcement Learning Weizheng Wang Le Mao Ruiqi Wang Byung-Cheol Min 31 14 0 26 Sep 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 16 8 0 22 Sep 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 28 69 0 22 Aug 2023
Transformers in Reinforcement Learning: A Survey Pranav Agarwal A. Rahman P. St-Charles Simon J. D. Prince Samira Ebrahimi Kahou OffRL 19 18 0 12 Jul 2023
A Survey of Deep Learning in Sports Applications: Perception, Comprehension, and Decision Zhonghan Zhao Wenhao Chai Shengyu Hao Wenhao Hu Guanhong Wang Shidong Cao Min-Gyoo Song Jenq-Neng Hwang Gaoang Wang 27 17 0 07 Jul 2023
Building Cooperative Embodied Agents Modularly with Large Language Models Hongxin Zhang Weihua Du Jiaming Shan Qinhong Zhou Yilun Du J. Tenenbaum Tianmin Shu Chuang Gan LLMAG LM&Ro 45 155 0 05 Jul 2023
Large Sequence Models for Sequential Decision-Making: A Survey Muning Wen Runji Lin Hanjing Wang Yaodong Yang Ying Wen Luo Mai J. Wang Haifeng Zhang Weinan Zhang LM&Ro LRM 29 35 0 24 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 33 9 0 20 Jun 2023
Decision S4: Efficient Sequence-Based RL via State Spaces Layers Shmuel Bar-David Itamar Zimerman Eliya Nachmani Lior Wolf OffRL 21 27 0 08 Jun 2023
MA2CL:Masked Attentive Contrastive Learning for Multi-Agent Reinforcement Learning Haolin Song Ming Feng Wen-gang Zhou Houqiang Li OffRL 6 5 0 03 Jun 2023
MetaDiffuser: Diffusion Model as Conditional Planner for Offline Meta-RL Fei Ni Jianye Hao Yao Mu Yifu Yuan Yan Zheng Bin Wang Zhixuan Liang DiffM OffRL 45 42 0 31 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 15 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 14 1 0 12 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 17 7 0 10 May 2023
Multi-agent Continual Coordination via Progressive Task Contextualization Lei Yuan Lihe Li Ziqian Zhang Fuxiang Zhang Cong Guan Yang Yu CLL 21 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 27 2 0 07 May 2023
Conditionally Optimistic Exploration for Cooperative Deep Multi-Agent Reinforcement Learning Xutong Zhao Yangchen Pan Chenjun Xiao Sarath Chandar Janarthanan Rajendran 11 5 0 16 Mar 2023
Efficient Communication via Self-supervised Information Aggregation for Online and Offline Multi-agent Reinforcement Learning Cong Guan F. Chen Lei Yuan Zongzhang Zhang Yang Yu OffRL 16 4 0 19 Feb 2023
TiZero: Mastering Multi-Agent Football with Curriculum Learning and Self-Play Fanqing Lin Shiyu Huang Tim Pearce Wenze Chen Weijuan Tu 6 17 0 15 Feb 2023
Order Matters: Agent-by-agent Policy Optimization Xihuai Wang Zheng Tian Ziyu Wan Ying Wen J. Wang Weinan Zhang 14 26 0 13 Feb 2023
Learning Graph-Enhanced Commander-Executor for Multi-Agent Navigation Xinyi Yang Shiyu Huang Yiwen Sun Yuxiang Yang Chao Yu Weijuan Tu Huazhong Yang Yu Wang 16 7 0 08 Feb 2023
A Survey on Transformers in Reinforcement Learning Wenzhe Li Hao Luo Zichuan Lin Chongjie Zhang Zongqing Lu Deheng Ye OffRL MU AI4CE 22 55 0 08 Jan 2023
Scalable Communication for Multi-Agent Reinforcement Learning via Transformer-Based Email Mechanism Xudong Guo Daming Shi Wenhui Fan 11 5 0 05 Jan 2023
Attention-Based Recurrence for Multi-Agent Reinforcement Learning under Stochastic Partial Observability Thomy Phan Fabian Ritz Philipp Altmann Maximilian Zorn Jonas Nusslein Michael Kolle Thomas Gabor Claudia Linnhoff-Popien 14 11 0 04 Jan 2023
On Transforming Reinforcement Learning by Transformer: The Development Trajectory Shengchao Hu Li Shen Ya-Qin Zhang Yixin Chen Dacheng Tao OffRL 23 23 0 29 Dec 2022
On Realization of Intelligent Decision-Making in the Real World: A Foundation Decision Model Perspective Ying Wen Ziyu Wan M. Zhou Shufang Hou Zhe Cao Chenyang Le Jingxiao Chen Zheng Tian Weinan Zhang J. Wang AI4CE 16 10 0 24 Dec 2022
Sim-to-Real Transfer for Quadrupedal Locomotion via Terrain Transformer Hang Lai Weinan Zhang Xialin He Chen Yu Zheng Tian Yong Yu Jun Wang 11 20 0 15 Dec 2022
Contextual Transformer for Offline Meta Reinforcement Learning Runji Lin Ye Li Xidong Feng Zhaowei Zhang Xian Hong Wu Fung Haifeng Zhang Jun Wang Yali Du Yaodong Yang OffRL 6 6 0 15 Nov 2022
A Survey on Influence Maximization: From an ML-Based Combinatorial Optimization Yandi Li Haobo Gao Yunxuan Gao Jianxiong Guo Weili Wu 6 38 0 06 Nov 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021
MAVEN: Multi-Agent Variational Exploration Anuj Mahajan Tabish Rashid Mikayel Samvelyan Shimon Whiteson DRL 128 350 0 16 Oct 2019