AI Agent

Imitate then Transcend: Multi-Agent Optimal Execution with Dual-Window Denoise PPO

Jin Fang, Jiacheng Weng, Yi Xiang, Xinwen Zhang

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

MASER: Multi-Agent Reinforcement Learning with Subgoals Generated from Experience Replay Buffer

Jeewon Jeon, Woojun Kim, Whiyoung Jung, Youngchul Sung

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

Off-Beat Multi-Agent Reinforcement Learning

Wei Qiu, Weixun Wang, Rundong Wang, Bo An, Yujing Hu, Svetlana Obraztsova, Zinovi Rabinovich, Jianye Hao, Yingfeng Chen, Changjie Fan

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

Comments Fix typos

Divergence-Regularized Multi-Agent Actor-Critic

Kefan Su, Zongqing Lu

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

Comments ICML 2022, 24 pages, 10 figures

Fairness-Oriented User Scheduling for Bursty Downlink Transmission Using Multi-Agent Reinforcement Learning

Mingqi Yuan, Qi Cao, Man-on Pun, Yi Chen

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

Comments 16 pages, 13 figures

Journal ref APSIPA Transactions on Signal and Information Processing (2022)

Deep Multi-Agent Reinforcement Learning with Hybrid Action Spaces based on Maximum Entropy

Hongzhi Hua, Kaigui Wu, Guixuan Wen

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

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

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

Comments 17 pages, 6 figures

A Multi-Agent Deep Reinforcement Learning Coordination Framework for Connected and Automated Vehicles at Merging Roadways

Sai Krishna Sumanth Nakka, Behdad Chalaki, Andreas Malikopoulos

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

Comments 6 pages, 6 figures

Journal ref 2022 American Control Conference (ACC), (2022), 3297-3302

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

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

Comments RL in Games Workshop AAAI 2022

RACA: Relation-Aware Credit Assignment for Ad-Hoc Cooperation in Multi-Agent Deep Reinforcement Learning

Hao Chen, Guangkai Yang, Junge Zhang, Qiyue Yin, Kaiqi Huang

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

Comments Accepted at IJCNN 2022 (Oral)

Scalable Multi-Agent Model-Based Reinforcement Learning

Vladimir Egorov, Aleksei Shpilman

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

Comments AAMAS'2022, cite https://dl.acm.org/doi/abs/10.5555/3535850.3535894

A Deeper Understanding of State-Based Critics in Multi-Agent Reinforcement Learning

Xueguang Lyu, Andrea Baisero, Yuchen Xiao, Christopher Amato

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

Journal ref Thirty-Sixth AAAI Conference on Artificial Intelligence 2022 (AAAI-22)

Emergent Bartering Behaviour in Multi-Agent Reinforcement Learning

Michael Bradley Johanson, Edward Hughes, Finbarr Timbers, Joel Z. Leibo

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

Efficient Distributed Framework for Collaborative Multi-Agent Reinforcement Learning

Shuhan Qi, Shuhao Zhang, Xiaohan Hou, Jiajia Zhang, Xuan Wang, Jing Xiao

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

Comments 9 pages, 20 figures

On the Approximation of Cooperative Heterogeneous Multi-Agent Reinforcement Learning (MARL) using Mean Field Control (MFC)

Washim Uddin Mondal, Mridul Agarwal, Vaneet Aggarwal, Satish V. Ukkusuri

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

Comments 46 pages

Journal ref Journal of Machine Learning Research 23(129): 1-46, 2022

Cooperative Multi-Agent Reinforcement Learning with Hypergraph Convolution

Yunpeng Bai, Chen Gong, Bin Zhang, Guoliang Fan, Xinwen Hou, Yu Liu

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

Comments 8 pages, 6 figures, accepted by IJCNN 2022

Collaborative Auto-Curricula Multi-Agent Reinforcement Learning with Graph Neural Network Communication Layer for Open-ended Wildfire-Management Resource Distribution

Philipp Dominic Siedler

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

Comments Gamification and Multiagent Solutions Workshop at the 10th International Conference on Learning Representations (ICLR 2022)

ToM2C: Target-oriented Multi-agent Communication and Cooperation with Theory of Mind

Yuanfei Wang, Fangwei Zhong, Jing Xu, Yizhou Wang

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

Comments ICLR 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

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

Concentration Network for Reinforcement Learning of Large-Scale Multi-Agent Systems

Qingxu Fu, Tenghai Qiu, Jianqiang Yi, Zhiqiang Pu, Shiguang Wu

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

Comments AAAI-2022

One Agent To Rule Them All: Towards Multi-agent Conversational AI

Christopher Clarke, Joseph Joshua Peper, Karthik Krishnamurthy, Walter Talamonti, Kevin Leach, Walter Lasecki, Yiping Kang, Lingjia Tang, Jason Mars

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

Multi-Agent Policy Transfer via Task Relationship Modeling

Rongjun Qin, Feng Chen, Tonghan Wang, Lei Yuan, Xiaoran Wu, Zongzhang Zhang, Chongjie Zhang, Yang Yu

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

AutoDIME: Automatic Design of Interesting Multi-Agent Environments

Ingmar Kanitscheider, Harri Edwards

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

Comments first submission

Multi-Agent Variational Occlusion Inference Using People as Sensors

Masha Itkina, Ye-Ji Mun, Katherine Driggs-Campbell, Mykel J. Kochenderfer

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

Comments 12 pages, 9 figures, International Conference on Robotics and Automation (ICRA) 2022

Generalization in Cooperative Multi-Agent Systems

Anuj Mahajan, Mikayel Samvelyan, Tarun Gupta, Benjamin Ellis, Mingfei Sun, Tim Rocktäschel, Shimon Whiteson

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

MSPM: A Modularized and Scalable Multi-Agent Reinforcement Learning-based System for Financial Portfolio Management

Zhenhan Huang, Fumihide Tanaka

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

Journal ref PLoS ONE 17(2): e0263689 (2022)

Understanding Value Decomposition Algorithms in Deep Cooperative Multi-Agent Reinforcement Learning

Zehao Dou, Jakub Grudzien Kuba, Yaodong Yang

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

Comments 37 pages

Multi-Agent Curricula and Emergent Implicit Signaling

Niko A. Grupen, Daniel D. Lee, Bart Selman

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

Comments 12 pages, 11 figures

On Improving Model-Free Algorithms for Decentralized Multi-Agent Reinforcement Learning

Weichao Mao, Lin F. Yang, Kaiqing Zhang, Tamer Başar

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

Exploiting Semantic Epsilon Greedy Exploration Strategy in Multi-Agent Reinforcement Learning

Hon Tik Tse, Ho-fung Leung

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