AI Agent

Higher Replay Ratio Empowers Sample-Efficient Multi-Agent Reinforcement Learning

Linjie Xu, Zichuan Liu, Alexander Dockhorn, Diego Perez-Liebana, Jinyu Wang, Lei Song, Jiang Bian

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

Distributed Multi-Agent Reinforcement Learning Based on Graph-Induced Local Value Functions

Gangshan Jing, He Bai, Jemin George, Aranya Chakrabortty, Piyush K. Sharma

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

Comments This paper has been accepted by IEEE Transactions on Automatic Control as a full paper and published online. Different from the published paper, the arxiv version contains more results. Moreover, we will continuously update the arxiv version if we find any typos in the published paper. So we suggest you to read this arxiv paper instead of the published one. Thank you for your interest in our work

Laser Learning Environment: A new environment for coordination-critical multi-agent tasks

Yannick Molinghen, Raphaël Avalos, Mark Van Achter, Ann Nowé, Tom Lenaerts

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

Comments Pre-print, 21 pages

Learn to Disguise: Avoid Refusal Responses in LLM's Defense via a Multi-agent Attacker-Disguiser Game

Qianqiao Xu, Zhiliang Tian, Hongyan Wu, Zhen Huang, Yiping Song, Feng Liu, Dongsheng Li

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

Comments 13 pages, 2 figures

Distributed Deep Reinforcement Learning: A Survey and A Multi-Player Multi-Agent Learning Toolbox

Qiyue Yin, Tongtong Yu, Shengqi Shen, Jun Yang, Meijing Zhao, Kaiqi Huang, Bin Liang, Liang Wang

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

Comments 14 pages, 17 figures

Journal ref Machine Intelligence Research, 2024 (https://link.springer.com/article/10.1007/s11633-023-1454-4)

RiskQ: Risk-sensitive Multi-Agent Reinforcement Learning Value Factorization

Siqi Shen, Chennan Ma, Chao Li, Weiquan Liu, Yongquan Fu, Songzhu Mei, Xinwang Liu, Cheng Wang

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

Comments Accepted at NeurIPS 2023

Vehicle Dispatching and Routing of On-Demand Intercity Ride-Pooling Services: A Multi-Agent Hierarchical Reinforcement Learning Approach

Jinhua Si, Fang He, Xi Lin, Xindi Tang

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

Transforming Competition into Collaboration: The Revolutionary Role of Multi-Agent Systems and Language Models in Modern Organizations

Carlos Jose Xavier Cruz

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

LongAgent: Scaling Language Models to 128k Context through Multi-Agent Collaboration

Jun Zhao, Can Zu, Hao Xu, Yi Lu, Wei He, Yiwen Ding, Tao Gui, Qi Zhang, Xuanjing Huang

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

Multi-Agent Reinforcement Learning with a Hierarchy of Reward Machines

Xuejing Zheng, Chao Yu

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

DeepSafeMPC: Deep Learning-Based Model Predictive Control for Safe Multi-Agent Reinforcement Learning

Xuefeng Wang, Henglin Pu, Hyung Jun Kim, Husheng Li

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

Comments 8 pages, 5 figures

Decentralized and Lifelong-Adaptive Multi-Agent Collaborative Learning

Shuo Tang, Rui Ye, Chenxin Xu, Xiaowen Dong, Siheng Chen, Yanfeng Wang

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

Comments 23 pages, 15 figures

Multi-Agent Reinforcement Learning for Assessing False-Data Injection Attacks on Transportation Networks

Taha Eghtesad, Sirui Li, Yevgeniy Vorobeychik, Aron Laszka

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

Reaching Consensus in Cooperative Multi-Agent Reinforcement Learning with Goal Imagination

Liangzhou Wang, Kaiwen Zhu, Fengming Zhu, Xinghu Yao, Shujie Zhang, Deheng Ye, Haobo Fu, Qiang Fu, Wei Yang

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

Knowledge Distillation from Language-Oriented to Emergent Communication for Multi-Agent Remote Control

Yongjun Kim, Sejin Seo, Jihong Park, Mehdi Bennis, Seong-Lyun Kim, Junil Choi

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

Imagine, Initialize, and Explore: An Effective Exploration Method in Multi-Agent Reinforcement Learning

Zeyang Liu, Lipeng Wan, Xinrui Yang, Zhuoran Chen, Xingyu Chen, Xuguang Lan

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

Comments The 38th Annual AAAI Conference on Artificial Intelligence

Causal Graph ODE: Continuous Treatment Effect Modeling in Multi-agent Dynamical Systems

Zijie Huang, Jeehyun Hwang, Junkai Zhang, Jinwoo Baik, Weitong Zhang, Dominik Wodarz, Yizhou Sun, Quanquan Gu, Wei Wang

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

LLM Based Multi-Agent Generation of Semi-structured Documents from Semantic Templates in the Public Administration Domain

Emanuele Musumeci, Michele Brienza, Vincenzo Suriani, Daniele Nardi, Domenico Daniele Bloisi

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

Comments Accepted at HCI INTERNATIONAL 2024 - 26th International Conference on Human-Computer Interaction. Washington Hilton Hotel, Washington DC, USA, 29 June - 4 July 2024

Collaborative Information Dissemination with Graph-based Multi-Agent Reinforcement Learning

Raffaele Galliera, Kristen Brent Venable, Matteo Bassani, Niranjan Suri

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

Comments 13 pages, 5 figures, 4 tables

Multi-Agent Car Parking using Reinforcement Learning

Omar Tanner

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

Journal ref Book of Abstracts, ICUR 2022

Enabling Multi-Agent Transfer Reinforcement Learning via Scenario Independent Representation

Ayesha Siddika Nipu, Siming Liu, Anthony Harris

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

Comments 2023 IEEE Conference on Games (CoG)

MAIDCRL: Semi-centralized Multi-Agent Influence Dense-CNN Reinforcement Learning

Ayesha Siddika Nipu, Siming Liu, Anthony Harris

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

Comments 2022 IEEE Conference on Games (CoG)

Risk-Sensitive Multi-Agent Reinforcement Learning in Network Aggregative Markov Games

Hafez Ghaemi, Hamed Kebriaei, Alireza Ramezani Moghaddam, Majid Nili Ahamdabadi

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

Learning Team-Based Navigation: A Review of Deep Reinforcement Learning Techniques for Multi-Agent Pathfinding

Jaehoon Chung, Jamil Fayyad, Younes Al Younes, Homayoun Najjaran

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

Comments 36 pages, 10 figures, published in Artif Intell Rev 57, 41 (2024)

Journal ref Artif Intell Rev 57, 41 (2024)

Multi-agent Reinforcement Learning for Energy Saving in Multi-Cell Massive MIMO Systems

Tianzhang Cai, Qichen Wang, Shuai Zhang, Özlem Tuğfe Demir, Cicek Cavdar

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

SIMPL: A Simple and Efficient Multi-agent Motion Prediction Baseline for Autonomous Driving

Lu Zhang, Peiliang Li, Sikang Liu, Shaojie Shen

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

Comments Code is available at https://github.com/HKUST-Aerial-Robotics/SIMPL

Learning Multi-Agent Communication with Contrastive Learning

Yat Long Lo, Biswa Sengupta, Jakob Foerster, Michael Noukhovitch

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

Comments The 12th International Conference on Learning Representations (ICLR)

War and Peace (WarAgent): Large Language Model-based Multi-Agent Simulation of World Wars

Wenyue Hua, Lizhou Fan, Lingyao Li, Kai Mei, Jianchao Ji, Yingqiang Ge, Libby Hemphill, Yongfeng Zhang

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

Comments 47 pages, 9 figures, 5 tables

Dynamic Routing for Integrated Satellite-Terrestrial Networks: A Constrained Multi-Agent Reinforcement Learning Approach

Yifeng Lyu, Han Hu, Rongfei Fan, Zhi Liu, Jianping An, Shiwen Mao

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

A Model-Based Solution to the Offline Multi-Agent Reinforcement Learning Coordination Problem

Paul Barde, Jakob Foerster, Derek Nowrouzezahrai, Amy Zhang

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