Multi-Agent Reinforcement Learning: Methods, Applications, Visionary Prospects, and Challenges

17 May 2023

Papers citing "Multi-Agent Reinforcement Learning: Methods, Applications, Visionary Prospects, and Challenges"

50 / 85 papers shown

Title
A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions Hung Du Srikanth Thudumu Rajesh Vasa K. Mouzakis LLMAG 117 10 0 03 Feb 2024
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning Chaofan Ma Qisen Xu Xiangfeng Wang Bo Jin Xiaoyun Zhang Yanfeng Wang Ya Zhang 77 22 0 19 Mar 2023
Concept Learning for Interpretable Multi-Agent Reinforcement Learning Renos Zabounidis Joseph Campbell Simon Stepputtis Dana Hughes Katia Sycara 78 17 0 23 Feb 2023
Execution-based Code Generation using Deep Reinforcement Learning Parshin Shojaee Aneesh Jain Sindhu Tipirneni Chandan K. Reddy 84 58 0 31 Jan 2023
Explainable Deep Reinforcement Learning: State of the Art and Challenges G. Vouros XAI 105 84 0 24 Jan 2023
Scalable Multi-Agent Reinforcement Learning for Warehouse Logistics with Robotic and Human Co-Workers Aleksandar Krnjaic Raul D. Steleac Jonathan D. Thomas Georgios Papoudakis Lukas Schafer ... Kuan-Ho Lao Murat Cubuktepe Matthew Haley Peter Borsting Stefano V. Albrecht OffRL 77 18 0 22 Dec 2022
Multi-embodiment Legged Robot Control as a Sequence Modeling Problem Chenyi Yu Weinan Zhang H. Lai Zheng Tian L. Kneip Jun Wang 110 15 0 18 Dec 2022
Sim-to-Real Transfer for Quadrupedal Locomotion via Terrain Transformer Hang Lai Weinan Zhang Xialin He Chen Yu Zheng Tian Yong Yu Jun Wang 103 21 0 15 Dec 2022
Reinforcement Learning with Stepwise Fairness Constraints Zhun Deng He Sun Zhiwei Steven Wu Linjun Zhang David C. Parkes FaML OffRL 73 11 0 08 Nov 2022
Distributed Distributionally Robust Optimization with Non-Convex Objectives Yang Jiao Kai Yang Dongjin Song 64 12 0 14 Oct 2022
Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability Mengdi Xu Zuxin Liu Peide Huang Wenhao Ding Zhepeng Cen Yue Liu Ding Zhao 140 47 0 16 Sep 2022
MIXRTs: Toward Interpretable Multi-Agent Reinforcement Learning via Mixing Recurrent Soft Decision Trees Zichuan Liu Zichuan Liu Zhi Wang Yuanyang Zhu Chunlin Chen 203 6 0 15 Sep 2022
A Survey on Large-Population Systems and Scalable Multi-Agent Reinforcement Learning Kai Cui Anam Tahir Gizem Ekinci Ahmed Elshamanhory Yannick Eich Mengguang Li Heinz Koeppl AI4CE 133 15 0 08 Sep 2022
Reward Poisoning Attacks on Offline Multi-Agent Reinforcement Learning Young Wu Jermey McMahan Xiaojin Zhu Qiaomin Xie AAML OffRL 99 18 0 04 Jun 2022
MAVIPER: Learning Decision Tree Policies for Interpretable Multi-Agent Reinforcement Learning Stephanie Milani Zhicheng Zhang Nicholay Topin Z. Shi Charles A. Kamhoua Evangelos E. Papalexakis Fei Fang OffRL 127 13 0 25 May 2022
Sparse Adversarial Attack in Multi-agent Reinforcement Learning Yi Hu Zhihua Zhang AAML 93 11 0 19 May 2022
Transferring Multi-Agent Reinforcement Learning Policies for Autonomous Driving using Sim-to-Real Eduardo Candela L. Parada Luís Marques Tiberiu-Andrei Georgescu Y. Demiris Panagiotis Angeloudis 59 32 0 22 Mar 2022
Differentially Private Regret Minimization in Episodic Markov Decision Processes Sayak Ray Chowdhury Xingyu Zhou 66 22 0 20 Dec 2021
Causal Multi-Agent Reinforcement Learning: Review and Open Problems St John Grimbly Jonathan P. Shock Arnu Pretorius 84 19 0 12 Nov 2021
Multi-agent Reinforcement Learning for Cooperative Lane Changing of Connected and Autonomous Vehicles in Mixed Traffic Wei Zhou Dong Chen Jun Yan Zhaojian Li Huilin Yin Wancheng Ge 81 83 0 11 Nov 2021
Multi-Agent Constrained Policy Optimisation Shangding Gu J. Kuba Munning Wen Ruiqing Chen Ziyan Wang Zheng Tian Jun Wang Alois Knoll Yaodong Yang 131 49 0 06 Oct 2021
Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley Values Alexandre Heuillet Fabien Couthouis Natalia Díaz Rodríguez 73 64 0 04 Oct 2021
Online Robust Reinforcement Learning with Model Uncertainty Yue Wang Shaofeng Zou OOD OffRL 125 110 0 29 Sep 2021
ROMAX: Certifiably Robust Deep Multiagent Reinforcement Learning via Convex Relaxation Chuangchuang Sun Dong-Ki Kim Jonathan P. How AAML 90 19 0 14 Sep 2021
Learning Neural Causal Models with Active Interventions Nino Scherrer O. Bilaniuk Yashas Annadani Anirudh Goyal Patrick Schwab Bernhard Schölkopf Michael C. Mozer Yoshua Bengio Stefan Bauer Nan Rosemary Ke CML 101 44 0 06 Sep 2021
Safe Deep Reinforcement Learning for Multi-Agent Systems with Continuous Action Spaces Ziyad Sheebaelhamd Konstantinos Zisis Athina Nisioti Dimitris Gkouletsos Dario Pavllo Jonas Köhler AI4CE 46 16 0 09 Aug 2021
Deep Multiagent Reinforcement Learning: Challenges and Directions Annie Wong Thomas Bäck Anna V. Kononova Aske Plaat AI4CE 60 94 0 29 Jun 2021
Reinforcement Learning Assisted Oxygen Therapy for COVID-19 Patients Under Intensive Care Hua Zheng Jiahao Zhu Wei Xie J. Zhong OOD 36 14 0 19 May 2021
Survey on reinforcement learning for language processing Víctor Uc Cetina Nicolás Navarro-Guerrero A. Martín-González C. Weber S. Wermter OffRL 66 107 0 12 Apr 2021
MSPM: A Modularized and Scalable Multi-Agent Reinforcement Learning-based System for Financial Portfolio Management Zhenhan Huang F. Tanaka AIFin 64 25 0 06 Feb 2021
Safe Multi-Agent Reinforcement Learning via Shielding Ingy Elsayed-Aly Suda Bharadwaj Chris Amato Rüdiger Ehlers Ufuk Topcu Lu Feng 61 96 0 27 Jan 2021
HAMMER: Multi-Level Coordination of Reinforcement Learning Agents via Learned Messaging Nikunj Gupta G. Srinivasaraghavan S. Mohalik Nishant Kumar Matthew E. Taylor 53 15 0 18 Jan 2021
Partially Observable Mean Field Reinforcement Learning Sriram Ganapathi Subramanian Matthew E. Taylor Mark Crowley Pascal Poupart OOD 77 27 0 31 Dec 2020
Learning Fair Policies in Decentralized Cooperative Multi-Agent Reinforcement Learning Matthieu Zimmer Claire Glanois Umer Siddique Paul Weng OffRL 136 60 0 17 Dec 2020
Event-Triggered Multi-agent Reinforcement Learning with Communication under Limited-bandwidth Constraint Guangzhen Hu Yuanheng Zhu Dongbin Zhao Mengchen Zhao Jianye Hao 41 17 0 10 Oct 2020
Sim-to-Real Transfer in Deep Reinforcement Learning for Robotics: a Survey Wenshuai Zhao Jorge Peña Queralta Tomi Westerlund OffRL 201 742 0 24 Sep 2020
Multi-Agent Deep Reinforcement Learning Based Trajectory Planning for Multi-UAV Assisted Mobile Edge Computing Liang Wang Kezhi Wang Cunhua Pan Wenyuan Xu N. Aslam L. Hanzo 51 287 0 23 Sep 2020
Private Reinforcement Learning with PAC and Regret Guarantees G. Vietri Borja Balle A. Krishnamurthy Zhiwei Steven Wu 53 63 0 18 Sep 2020
Learning to Collaborate in Multi-Module Recommendation via Multi-Agent Reinforcement Learning without Communication Xu He Bo An Yanghua Li Haikai Chen Rongpin Wang Xinrun Wang Runsheng Yu Xin Zhe Li Zhirong Wang 57 29 0 21 Aug 2020
Communicative Reinforcement Learning Agents for Landmark Detection in Brain Images Guy Leroy Daniel Rueckert A. Alansary OffRL 42 19 0 18 Aug 2020
QPLEX: Duplex Dueling Multi-Agent Q-Learning Jianhao Wang Zhizhou Ren Terry Liu Yang Yu Chongjie Zhang OffRL 106 457 0 03 Aug 2020
A Decentralized Policy Gradient Approach to Multi-task Reinforcement Learning Sihan Zeng Aqeel Anwar Thinh T. Doan A. Raychowdhury Justin Romberg 63 40 0 08 Jun 2020
An Overview of Privacy in Machine Learning Emiliano De Cristofaro SILM 65 86 0 18 May 2020
Explainable Reinforcement Learning: A Survey Erika Puiutta Eric M. S. P. Veith XAI 71 248 0 13 May 2020
MARLeME: A Multi-Agent Reinforcement Learning Model Extraction Library Dmitry Kazhdan Z. Shams Pietro Lio 50 17 0 16 Apr 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 110 814 0 19 Mar 2020
On the Robustness of Cooperative Multi-Agent Reinforcement Learning Jieyu Lin Kristina Dzeparoska Shanghang Zhang A. Leon-Garcia Nicolas Papernot AAML 119 69 0 08 Mar 2020
Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning Inaam Ilahi Muhammad Usama Junaid Qadir M. Janjua Ala I. Al-Fuqaha D. Hoang Dusit Niyato AAML 127 135 0 27 Jan 2020
Fairness in Multi-agent Reinforcement Learning for Stock Trading Wenhang Bao AIFin 54 8 0 14 Dec 2019
Decentralized Multi-Agent Reinforcement Learning with Networked Agents: Recent Advances Kai Zhang Zhuoran Yang Tamer Basar 55 68 0 09 Dec 2019