AI Agent

SA-MATD3:Self-attention-based multi-agent continuous control method in cooperative environments

Kai Liu, Yuyang Zhao, Gang Wang, Bei Peng

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments 30 pages

Proficiency Constrained Multi-Agent Reinforcement Learning for Environment-Adaptive Multi UAV-UGV Teaming

Qifei Yu, Zhexin Shen, Yijiang Pang, Rui Liu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments five pages

Exploration-Exploitation in Multi-Agent Competition: Convergence with Bounded Rationality

Stefanos Leonardos, Georgios Piliouras, Kelly Spendlove

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

A Competitive Analysis of Online Multi-Agent Path Finding

Hang Ma

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Published at ICAPS 2021

Distributed Heuristic Multi-Agent Path Finding with Communication

Ziyuan Ma, Yudong Luo, Hang Ma

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Published at ICRA 2021

Improving Multi-agent Coordination by Learning to Estimate Contention

Panayiotis Danassis, Florian Wiedemair, Boi Faltings

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Accepted to the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)

Cooperative Multi-Agent Reinforcement Learning Based Distributed Dynamic Spectrum Access in Cognitive Radio Networks

Xiang Tan, Li Zhou, Haijun Wang, Yuli Sun, Haitao Zhao, Boon-Chong Seet, Jibo Wei, Victor C. M. Leung

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Reward Machines for Cooperative Multi-Agent Reinforcement Learning

Cyrus Neary, Zhe Xu, Bo Wu, Ufuk Topcu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Accepted at AAMAS 2021. Changes since last version: The paper's running example has been modified to simplify presentation (experimental section changed accordingly). Several proofs and definitions surrounding reward machines have been moved from the supplementary material into the body of the paper

MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning

Ming Zhou, Ziyu Wan, Hanjing Wang, Muning Wen, Runzhe Wu, Ying Wen, Yaodong Yang, Weinan Zhang, Jun Wang

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 24 pages, 17 figures, 5 tables

Informational Design of Dynamic Multi-Agent System

Tao Zhang, Quanyan Zhu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments arXiv admin note: substantial text overlap with arXiv:2102.07152

Scaling Multi-Agent Reinforcement Learning with Selective Parameter Sharing

Filippos Christianos, Georgios Papoudakis, Arrasy Rahman, Stefano V. Albrecht

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments To be published In Proceedings of the 38th International Conference on Machine Learning (ICML), 2021

Regularized Softmax Deep Multi-Agent $Q$-Learning

Ling Pan, Tabish Rashid, Bei Peng, Longbo Huang, Shimon Whiteson

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Deception in Social Learning: A Multi-Agent Reinforcement Learning Perspective

Paul Chelarescu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Cooperative Stochastic Multi-agent Multi-armed Bandits Robust to Adversarial Corruptions

Junyan Liu, Shuai Li, Dapeng Li

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Multi-Agent Cooperative Bidding Games for Multi-Objective Optimization in e-Commercial Sponsored Search

Ziyu Guan, Hongchang Wu, Qingyu Cao, Hao Liu, Wei Zhao, Sheng Li, Cai Xu, Guang Qiu, Jian Xu, Bo Zheng

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Birds of a Feather Flock Together: A Close Look at Cooperation Emergence via Multi-Agent RL

Heng Dong, Tonghan Wang, Jiayuan Liu, Chi Han, Chongjie Zhang

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Cooperative Multi-Agent Transfer Learning with Level-Adaptive Credit Assignment

Tianze Zhou, Fubiao Zhang, Kun Shao, Kai Li, Wenhan Huang, Jun Luo, Weixun Wang, Yaodong Yang, Hangyu Mao, Bin Wang, Dong Li, Wulong Liu, Jianye Hao

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 12 pages, 9 figures

Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning

Anuj Mahajan, Mikayel Samvelyan, Lei Mao, Viktor Makoviychuk, Animesh Garg, Jean Kossaifi, Shimon Whiteson, Yuke Zhu, Animashree Anandkumar

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments 38th International Conference on Machine Learning, PMLR 139, 2021

Multi-Agent Deep Reinforcement Learning using Attentive Graph Neural Architectures for Real-Time Strategy Games

Won Joon Yun, Sungwon Yi, Joongheon Kim

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Large-Scale Multi-Agent Deep FBSDEs

Tianrong Chen, Ziyi Wang, Ioannis Exarchos, Evangelos A. Theodorou

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Shared Experience Actor-Critic for Multi-Agent Reinforcement Learning

Filippos Christianos, Lukas Schäfer, Stefano V. Albrecht

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments Published in 34th Conference on Neural Information Processing Systems (NeurIPS), see https://proceedings.neurips.cc/paper/2020/hash/7967cc8e3ab559e68cc944c44b1cf3e8-Abstract.html - This updated version of the paper is identical to the original paper published at NeurIPS 2020 but includes minor clarifications following recommendations in http://agents.inf.ed.ac.uk/blog/multiagent-rl-inaccuracies/

Journal ref Advances in Neural Information Processing System 33 (2020) 10707-10717

Simplified Action Decoder for Deep Multi-Agent Reinforcement Learning

Hengyuan Hu, Jakob N Foerster

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

AoI-Aware Resource Allocation for Platoon-Based C-V2X Networks via Multi-Agent Multi-Task Reinforcement Learning

Mohammad Parvini, Mohammad Reza Javan, Nader Mokari, Bijan Abbasi, Eduard A. Jorswieck

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Dynamic Multichannel Access via Multi-agent Reinforcement Learning: Throughput and Fairness Guarantees

Muhammad Sohaib, Jongjin Jeong, Sang-Woon Jeon

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments 20 pages, 12 figures

Compilation-based Solvers for Multi-Agent Path Finding: a Survey, Discussion, and Future Opportunities

Pavel Surynek

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning

Yuan Pu, Shaochen Wang, Rui Yang, Xin Yao, Bin Li

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 11 pages, 5 figures

Survey on Multi-Agent Q-Learning frameworks for resource management in wireless sensor network

Arvin Tashakori

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Learning Individually Inferred Communication for Multi-Agent Cooperation

Ziluo Ding, Tiejun Huang, Zongqing Lu

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments NeurIPS 2020, oral presentation. The code is available at https://github.com/PKU-AI-Edge/I2C

Optimal control towards sustainable wastewater treatment plants based on multi-agent reinforcement learning

Kehua Chen, Hongcheng Wang, Borja Valverde-Perezc, Siyuan Zhai, Luca Vezzaro, Aijie Wang

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Imagining The Road Ahead: Multi-Agent Trajectory Prediction via Differentiable Simulation

Adam Scibior, Vasileios Lioutas, Daniele Reda, Peyman Bateni, Frank Wood

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments 10 pages, 8 figures