Title
A Deeper Understanding of State-Based Critics in Multi-Agent Reinforcement Learning Xueguang Lyu Andrea Baisero Yuchen Xiao Chris Amato OffRL 70 16 0 03 Jan 2022
HyAR: Addressing Discrete-Continuous Action Reinforcement Learning via Hybrid Action Representation Boyan Li Hongyao Tang Yan Zheng Jianye Hao Pengyi Li Zhen Wang Zhaopeng Meng Li Wang 66 43 0 12 Sep 2021
Rethinking the Implementation Tricks and Monotonicity Constraint in Cooperative Multi-Agent Reinforcement Learning Jian Hu Siyang Jiang Seth Austin Harding Haibin Wu Shihua Liao 100 90 0 06 Feb 2021
Learning Latent Representations to Influence Multi-Agent Interaction Annie Xie Dylan P. Losey R. Tolsma Chelsea Finn Dorsa Sadigh DRL 174 134 0 12 Nov 2020
RODE: Learning Roles to Decompose Multi-Agent Tasks Tonghan Wang Tarun Gupta Anuj Mahajan Bei Peng Shimon Whiteson Chongjie Zhang OffRL 89 212 0 04 Oct 2020
CLUB: A Contrastive Log-ratio Upper Bound of Mutual Information Pengyu Cheng Weituo Hao Shuyang Dai Jiachang Liu Zhe Gan Lawrence Carin VLM 69 357 0 22 Jun 2020
A Maximum Mutual Information Framework for Multi-Agent Reinforcement Learning Woojun Kim Whiyoung Jung Myungsik Cho Y. Sung 50 13 0 04 Jun 2020
Continuous Multiagent Control using Collective Behavior Entropy for Large-Scale Home Energy Management Jianwen Sun Yan Zheng Jianye Hao Zhaopeng Meng Yang Liu 54 15 0 14 May 2020
Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning Tabish Rashid Mikayel Samvelyan Christian Schroeder de Witt Gregory Farquhar Jakob N. Foerster Shimon Whiteson 110 817 0 19 Mar 2020
KoGuN: Accelerating Deep Reinforcement Learning via Integrating Human Suboptimal Knowledge Peng Zhang Jianye Hao Weixun Wang Hongyao Tang Yi Ma Yihai Duan Yan Zheng OffRL OnRL 32 34 0 18 Feb 2020
MAVEN: Multi-Agent Variational Exploration Anuj Mahajan Tabish Rashid Mikayel Samvelyan Shimon Whiteson DRL 189 365 0 16 Oct 2019
Influence-Based Multi-Agent Exploration Tonghan Wang Jianhao Wang Yi Wu Chongjie Zhang 76 139 0 12 Oct 2019
Signal Instructed Coordination in Cooperative Multi-agent Reinforcement Learning Liheng Chen Hongyi Guo Yali Du Fei Fang Haifeng Zhang Yaoming Zhu Ming Zhou Weinan Zhang Qing Wang Yong Yu 32 8 0 10 Sep 2019
Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Control Shanghang Zhang Qi Zhang Jieyu Lin 29 100 0 06 Sep 2019
Action Semantics Network: Considering the Effects of Actions in Multiagent Systems Weixun Wang Tianpei Yang Yong Liu Jianye Hao Xiaotian Hao Yujing Hu Yingfeng Chen Changjie Fan Yang Gao 51 35 0 26 Jul 2019
The StarCraft Multi-Agent Challenge Mikayel Samvelyan Tabish Rashid Christian Schroeder de Witt Gregory Farquhar Nantas Nardelli Tim G. J. Rudner Chia-Man Hung Philip Torr Jakob N. Foerster Shimon Whiteson 98 958 0 11 Feb 2019
Efficient Ridesharing Order Dispatching with Mean Field Multi-Agent Reinforcement Learning Minne Li Zhiwei Qin Qin Yan Jiao Yaodong Yang Zhichen Gong Jun Wang Chenxi Wang Guobin Wu Jieping Ye 61 199 0 31 Jan 2019
Probabilistic Recursive Reasoning for Multi-Agent Reinforcement Learning Ying Wen Yaodong Yang Rui Luo Jun Wang Wei Pan LRM 114 151 0 26 Jan 2019
Generative Adversarial Self-Imitation Learning Yijie Guo Junhyuk Oh Satinder Singh Honglak Lee GAN 78 59 0 03 Dec 2018
Social Influence as Intrinsic Motivation for Multi-Agent Deep Reinforcement Learning Natasha Jaques Angeliki Lazaridou Edward Hughes Çağlar Gülçehre Pedro A. Ortega D. Strouse Joel Z Leibo Nando de Freitas 75 57 0 19 Oct 2018
A Survey and Critique of Multiagent Deep Reinforcement Learning Pablo Hernandez-Leal Bilal Kartal Matthew E. Taylor OffRL 119 562 0 12 Oct 2018
Actor-Attention-Critic for Multi-Agent Reinforcement Learning Shariq Iqbal Fei Sha 69 752 0 05 Oct 2018
QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning Tabish Rashid Mikayel Samvelyan Christian Schroeder de Witt Gregory Farquhar Jakob N. Foerster Shimon Whiteson 162 1,676 0 30 Mar 2018
Weighted Double Deep Multiagent Reinforcement Learning in Stochastic Cooperative Environments Yan Zheng Jianye Hao Zongzhang Zhang OffRL 51 38 0 23 Feb 2018
MINE: Mutual Information Neural Estimation Mohamed Ishmael Belghazi A. Baratin Sai Rajeswar Sherjil Ozair Yoshua Bengio Aaron Courville R. Devon Hjelm DRL 196 1,285 0 12 Jan 2018
A Unified Game-Theoretic Approach to Multiagent Reinforcement Learning Marc Lanctot V. Zambaldi A. Gruslys Angeliki Lazaridou K. Tuyls Julien Perolat David Silver T. Graepel 118 639 0 02 Nov 2017
Value-Decomposition Networks For Cooperative Multi-Agent Learning P. Sunehag Guy Lever A. Gruslys Wojciech M. Czarnecki V. Zambaldi ... Marc Lanctot Nicolas Sonnerat Joel Z Leibo K. Tuyls T. Graepel 73 1,013 0 16 Jun 2017
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments Ryan J. Lowe Yi Wu Aviv Tamar J. Harb Pieter Abbeel Igor Mordatch 162 4,509 0 07 Jun 2017
Multiagent Bidirectionally-Coordinated Nets: Emergence of Human-level Coordination in Learning to Play StarCraft Combat Games Peng Peng Ying Wen Yaodong Yang Quan Yuan Zhenkun Tang Haitao Long Jun Wang 82 335 0 29 Mar 2017