Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularization

21 July 2023

Papers citing "Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularization"

21 / 21 papers shown

Title
An Optimal Discriminator Weighted Imitation Perspective for Reinforcement Learning Haoran Xu Shuozhe Li Harshit S. Sikchi S. Niekum Amy Zhang OffRL 27 0 0 17 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
Leveraging Large Language Models for Effective and Explainable Multi-Agent Credit Assignment Kartik Nagpal Dayi Dong Jean-Baptiste Bouvier Negar Mehr LLMAG 49 1 0 24 Feb 2025
Data Center Cooling System Optimization Using Offline Reinforcement Learning Xianyuan Zhan Xiangyu Zhu Peng Cheng Xiao Hu Ziteng He ... Chenhui Liu Tianshun Hong Yan Liang Yunxin Liu Feng Zhao AI4CE 57 0 0 17 Feb 2025
B3C: A Minimalist Approach to Offline Multi-Agent Reinforcement Learning Woojun Kim Katia P. Sycara OffRL 89 0 0 30 Jan 2025
Preference-Based Multi-Agent Reinforcement Learning: Data Coverage and Algorithmic Techniques Natalia Zhang X. Wang Qiwen Cui Runlong Zhou Sham Kakade Simon S. Du OffRL 48 0 0 10 Jan 2025
Hierarchical Multi-agent Meta-Reinforcement Learning for Cross-channel Bidding Shenghong He Chao Yu 34 0 0 26 Dec 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
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
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 29 0 0 01 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
Diffusion-DICE: In-Sample Diffusion Guidance for Offline Reinforcement Learning Liyuan Mao Haoran Xu Weinan Zhang Xianyuan Zhan Amy Zhang OffRL 41 5 0 29 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
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 34 1 0 13 Jun 2024
Conservative and Risk-Aware Offline Multi-Agent Reinforcement Learning for Digital Twins Eslam Eldeeb Houssem Sifaou Osvaldo Simeone M. Shehab Hirley Alves OffRL 40 3 0 13 Feb 2024
ODICE: Revealing the Mystery of Distribution Correction Estimation via Orthogonal-gradient Update Liyuan Mao Haoran Xu Weinan Zhang Xianyuan Zhan 34 10 0 01 Feb 2024
Safe Offline Reinforcement Learning with Feasibility-Guided Diffusion Model Yinan Zheng Jianxiong Li Dongjie Yu Yujie Yang Shengbo Eben Li Xianyuan Zhan Jingjing Liu OffRL 36 24 0 19 Jan 2024
Look Beneath the Surface: Exploiting Fundamental Symmetry for Sample-Efficient Offline RL Peng Cheng Xianyuan Zhan Zhihao Wu Wenjia Zhang Shoucheng Song Han Wang Youfang Lin Li Jiang OffRL 40 9 0 07 Jun 2023
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 214 839 0 12 Oct 2021
Divergence-Regularized Multi-Agent Actor-Critic Kefan Su Zongqing Lu 46 25 0 01 Oct 2021
Mava: a research library for distributed multi-agent reinforcement learning in JAX Arnu Pretorius Kale-ab Tessera St John Grimbly Kevin Eloff Lawrence Francis Claude Formanek Andries P. Smit Alexandre Laterre 22 12 0 03 Jul 2021