The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games

The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games

2 March 2021

Chao Yu

Eugene Vinitsky

Alexandre M. Bayen

Papers citing "The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games"

18 / 168 papers shown

Title
Collaborative Target Search with a Visual Drone Swarm: An Adaptive Curriculum Embedded Multistage Reinforcement Learning Approach Jiaping Xiao Phumrapee Pisutsin Mir Feroskhan 27 15 0 26 Apr 2022
Towards Comprehensive Testing on the Robustness of Cooperative Multi-agent Reinforcement Learning Jun Guo Yonghong Chen Yihang Hao Zixin Yin Yin Yu Simin Li AAML 32 32 0 17 Apr 2022
Asynchronous, Option-Based Multi-Agent Policy Gradient: A Conditional Reasoning Approach Xubo Lyu Amin Banitalebi-Dehkordi Mo Chen Yong Zhang 24 2 0 29 Mar 2022
An Introduction to Multi-Agent Reinforcement Learning and Review of its Application to Autonomous Mobility Lukas M. Schmidt Johanna Brosig Axel Plinge Bjoern M. Eskofier Christopher Mutschler 33 33 0 15 Mar 2022
Multi-Agent Reinforcement Learning for Network Load Balancing in Data Center Zhiyuan Yao Zihan Ding T. Clausen 32 7 0 27 Jan 2022
GCS: Graph-based Coordination Strategy for Multi-Agent Reinforcement Learning Jingqing Ruan Yali Du Xuantang Xiong Dengpeng Xing Xiyun Li Linghui Meng Haifeng Zhang Jun Wang Bo Xu 46 29 0 17 Jan 2022
CGIBNet: Bandwidth-constrained Communication with Graph Information Bottleneck in Multi-Agent Reinforcement Learning Qi Tian Kun Kuang Baoxiang Wang Furui Liu Fei Wu 26 0 0 20 Dec 2021
Multi-agent Soft Actor-Critic Based Hybrid Motion Planner for Mobile Robots Zicheng He Lu Dong Chunwei Song Changyin Sun 33 25 0 13 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
LIGS: Learnable Intrinsic-Reward Generation Selection for Multi-Agent Learning D. Mguni Taher Jafferjee Jianhong Wang Oliver Slumbers Nicolas Perez Nieves Feifei Tong Yang Li Jiangcheng Zhu Yaodong Yang Jun Wang 37 18 0 05 Dec 2021
On the Use and Misuse of Absorbing States in Multi-agent Reinforcement Learning Andrew Cohen Ervin Teng Vincent-Pierre Berges Ruo-Ping Dong Hunter Henry Marwan Mattar Alexander Zook Sujoy Ganguly 18 33 0 10 Nov 2021
ToM2C: Target-oriented Multi-agent Communication and Cooperation with Theory of Mind Yuan-Fang Wang Fangwei Zhong Jing Xu Yizhou Wang LLMAG 19 68 0 15 Oct 2021
Divergence-Regularized Multi-Agent Actor-Critic Kefan Su Zongqing Lu 46 25 0 01 Oct 2021
MACRPO: Multi-Agent Cooperative Recurrent Policy Optimization E. Kargar Ville Kyrki 16 2 0 02 Sep 2021
A review of mobile robot motion planning methods: from classical motion planning workflows to reinforcement learning-based architectures Changyin Sun Zicheng He Chunwei Song Changyin Sun 38 54 0 31 Aug 2021
Settling the Variance of Multi-Agent Policy Gradients J. Kuba Muning Wen Yaodong Yang Linghui Meng Shangding Gu Haifeng Zhang D. Mguni Jun Wang 24 58 0 19 Aug 2021
SA-MATD3:Self-attention-based multi-agent continuous control method in cooperative environments Kai Liu Yuyang Zhao Gang Wang Bei Peng 25 18 0 01 Jul 2021
Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks Georgios Papoudakis Filippos Christianos Lukas Schafer Stefano V. Albrecht OffRL 26 219 0 14 Jun 2020