Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks

14 June 2020

Papers citing "Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks"

27 / 27 papers shown

Title
JaxRobotarium: Training and Deploying Multi-Robot Policies in 10 Minutes Shalin Jain Jiazhen Liu Siva Kailas H. Ravichandar 29 0 0 10 May 2025
Rainbow Delay Compensation: A Multi-Agent Reinforcement Learning Framework for Mitigating Delayed Observation Songchen Fu Siang Chen Shaojing Zhao Letian Bai Ta Li Yonghong Yan 27 0 0 06 May 2025
Learning Policies for Dynamic Coalition Formation in Multi-Robot Task Allocation Lucas C. D. Bezerra Ataíde M. G. dos Santos Shinkyu Park 35 0 0 29 Dec 2024
Cooperative Path Planning with Asynchronous Multiagent Reinforcement Learning Jiaming Yin Weixiong Rao Yu Xiao Keshuang Tang 16 0 0 01 Sep 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
eQMARL: Entangled Quantum Multi-Agent Reinforcement Learning for Distributed Cooperation over Quantum Channels Alexander C. DeRieux Walid Saad 38 1 0 24 May 2024
Reducing Redundant Computation in Multi-Agent Coordination through Locally Centralized Execution Yidong Bai Toshiharu Sugawara OffRL 23 0 0 19 Apr 2024
ROMA-iQSS: An Objective Alignment Approach via State-Based Value Learning and ROund-Robin Multi-Agent Scheduling Chi-Hui Lin Joewie J. Koh A. Roncone Lijun Chen 26 0 0 05 Apr 2024
Decentralized Learning Strategies for Estimation Error Minimization with Graph Neural Networks Xingran Chen Navid Naderializadeh Alejandro Ribeiro Shirin Saeedi Bidokhti 73 1 0 04 Apr 2024
On Diagnostics for Understanding Agent Training Behaviour in Cooperative MARL Wiem Khlifi Siddarth S. Singh Omayma Mahjoub Ruan de Kock Abidine Vall R. Gorsane Arnu Pretorius 25 1 0 13 Dec 2023
Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning Jacob Wiebe Ranwa Al Mallah Li Li AAML 29 3 0 25 Aug 2023
Curiosity-driven Exploration in Sparse-reward Multi-agent Reinforcement Learning Jiong Li Pratik Gajane 26 4 0 21 Feb 2023
Learning Complex Teamwork Tasks Using a Given Sub-task Decomposition Elliot Fosong Arrasy Rahman Ignacio Carlucho Stefano V. Albrecht 17 5 0 09 Feb 2023
Dealing With Non-stationarity in Decentralized Cooperative Multi-Agent Deep Reinforcement Learning via Multi-Timescale Learning Hadi Nekoei Akilesh Badrinaaraayanan Amit Sinha Mohammad Amini Janarthanan Rajendran Aditya Mahajan Sarath Chandar 23 13 0 06 Feb 2023
Multi-Agent Reinforcement Learning with Shared Resources for Inventory Management Yuandong Ding Ming Feng Guozi Liu Wei Jiang Chuheng Zhang Li Zhao Lei Song Houqiang Li Yan Jin Jiang Bian 27 16 0 15 Dec 2022
Effects of Spectral Normalization in Multi-agent Reinforcement Learning K. Mehta Anuj Mahajan Priyesh Kumar 16 7 0 10 Dec 2022
Multi-agent Dynamic Algorithm Configuration Ke Xue Jiacheng Xu Lei Yuan M. Li Chao Qian Zongzhang Zhang Yang Yu 32 29 0 13 Oct 2022
Pareto Actor-Critic for Equilibrium Selection in Multi-Agent Reinforcement Learning Filippos Christianos Georgios Papoudakis Stefano V. Albrecht 14 4 0 28 Sep 2022
MA2QL: A Minimalist Approach to Fully Decentralized Multi-Agent Reinforcement Learning Kefan Su Siyuan Zhou Jiechuan Jiang Chuang Gan Xiangjun Wang Zongqing Lu OffRL 28 6 0 17 Sep 2022
Scalable Task-Driven Robotic Swarm Control via Collision Avoidance and Learning Mean-Field Control Kai Cui Mengguang Li Christian Fabian Heinz Koeppl AI4CE 35 5 0 15 Sep 2022
Heterogeneous-Agent Mirror Learning: A Continuum of Solutions to Cooperative MARL J. Kuba Xidong Feng Shiyao Ding Hao Dong Jun Wang Yaodong Yang 18 16 0 02 Aug 2022
Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning Wei Fu Chao Yu Zelai Xu Jiaqi Yang Yi Wu 24 32 0 15 Jun 2022
Universally Expressive Communication in Multi-Agent Reinforcement Learning Matthew Morris Thomas D. Barrett Arnu Pretorius 24 4 0 14 Jun 2022
Learning to Infer Belief Embedded Communication Guo Ye Han Liu B. Sengupta 11 0 0 15 Mar 2022
The Multi-Agent Pickup and Delivery Problem: MAPF, MARL and Its Warehouse Applications Tim Tsz-Kit Lau B. Sengupta 9 4 0 14 Mar 2022
DiNNO: Distributed Neural Network Optimization for Multi-Robot Collaborative Learning Javier Yu Joseph A. Vincent Mac Schwager 38 35 0 17 Sep 2021
A Review of Cooperative Multi-Agent Deep Reinforcement Learning Afshin Oroojlooyjadid Davood Hajinezhad 38 408 0 11 Aug 2019