Offline Decentralized Multi-Agent Reinforcement Learning

4 August 2021

Papers citing "Offline Decentralized Multi-Agent Reinforcement Learning"

30 / 30 papers shown

Title
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
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 85 34 0 03 Jan 2025
Choices are More Important than Efforts: LLM Enables Efficient Multi-Agent Exploration Yun Qu Boyuan Wang Yuhang Jiang Jianzhun Shao Yixiu Mao Cheems Wang Chang Liu Xiangyang Ji 46 4 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
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
Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks Yun Qu Boyuan Wang Jianzhun Shao Yuhang Jiang Chen Chen ... Qiang Fu Wei Yang Guang Yang Lanxiao Huang Xiangyang Ji OffRL 51 9 0 20 Aug 2024
Coordination Failure in Cooperative Offline MARL C. Tilbury Claude Formanek Louise Beyers Jonathan P. Shock Arnu Pretorius OffRL 38 1 0 01 Jul 2024
Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation Claude Formanek C. Tilbury Louise Beyers Jonathan P. Shock Arnu Pretorius OffRL 39 1 0 13 Jun 2024
Select to Perfect: Imitating desired behavior from large multi-agent data Tim Franzmeyer Edith Elkind Philip H. S. Torr Jakob N. Foerster Joao Henriques 44 2 0 06 May 2024
Conservative and Risk-Aware Offline Multi-Agent Reinforcement Learning for Digital Twins Eslam Eldeeb Houssem Sifaou Osvaldo Simeone M. Shehab Hirley Alves OffRL 45 3 0 13 Feb 2024
MACCA: Offline Multi-agent Reinforcement Learning with Causal Credit Assignment Ziyan Wang Yali Du Yudi Zhang Meng Fang Biwei Huang OffRL 31 1 0 06 Dec 2023
Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning Jianzhun Shao Yun Qu Chen Chen Hongchang Zhang Xiangyang Ji OffRL 17 19 0 22 Sep 2023
Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularization Xiangsen Wang Haoran Xu Yinan Zheng Xianyuan Zhan OffRL 33 23 0 21 Jul 2023
Beyond Conservatism: Diffusion Policies in Offline Multi-agent Reinforcement Learning Zhuoran Li Ling Pan Longbo Huang DiffM OffRL 23 7 0 04 Jul 2023
A Model-Based Solution to the Offline Multi-Agent Reinforcement Learning Coordination Problem Paul Barde Jakob N. Foerster Derek Nowrouzezahrai Amy Zhang OffRL 22 8 0 26 May 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 37 4 0 19 Feb 2023
Off-the-Grid MARL: Datasets with Baselines for Offline Multi-Agent Reinforcement Learning Claude Formanek Asad Jeewa Jonathan P. Shock Arnu Pretorius OffRL 34 1 0 01 Feb 2023
Learning from Good Trajectories in Offline Multi-Agent Reinforcement Learning Qiangxing Tian Kun Kuang Furui Liu Baoxiang Wang OffRL 29 9 0 28 Nov 2022
More Centralized Training, Still Decentralized Execution: Multi-Agent Conditional Policy Factorization Jiangxing Wang Deheng Ye Zongqing Lu OffRL 39 18 0 26 Sep 2022
Reward Poisoning Attacks on Offline Multi-Agent Reinforcement Learning Young Wu Jermey McMahan Xiaojin Zhu Qiaomin Xie AAML OffRL 23 15 0 04 Jun 2022
DM $^2$ : Decentralized Multi-Agent Reinforcement Learning for Distribution Matching Caroline Wang Ishan Durugkar Elad Liebman Peter Stone 18 5 0 01 Jun 2022
Provably Efficient Offline Multi-agent Reinforcement Learning via Strategy-wise Bonus Qiwen Cui S. Du OffRL 20 19 0 01 Jun 2022
When is Offline Two-Player Zero-Sum Markov Game Solvable? Qiwen Cui S. Du OffRL 30 29 0 10 Jan 2022
Value Activation for Bias Alleviation: Generalized-activated Deep Double Deterministic Policy Gradients Jiafei Lyu Yu Yang Jiangpeng Yan Xiu Li OffRL AI4CE 25 5 0 21 Dec 2021
Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks Linghui Meng Muning Wen Yaodong Yang Chenyang Le Xiyun Li Weinan Zhang Ying Wen Haifeng Zhang Jun Wang Bo Xu OffRL 26 38 0 06 Dec 2021
Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification L. Pan Longbo Huang Tengyu Ma Huazhe Xu OffRL OnRL 27 51 0 22 Nov 2021
Divergence-Regularized Multi-Agent Actor-Critic Kefan Su Zongqing Lu 46 25 0 01 Oct 2021
COMBO: Conservative Offline Model-Based Policy Optimization Tianhe Yu Aviral Kumar Rafael Rafailov Aravind Rajeswaran Sergey Levine Chelsea Finn OffRL 219 413 0 16 Feb 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,960 0 04 May 2020
Stabilising Experience Replay for Deep Multi-Agent Reinforcement Learning Jakob N. Foerster Nantas Nardelli Gregory Farquhar Triantafyllos Afouras Philip H. S. Torr Pushmeet Kohli Shimon Whiteson OffRL 117 595 0 28 Feb 2017