AI Agent

VillagerAgent: A Graph-Based Multi-Agent Framework for Coordinating Complex Task Dependencies in Minecraft

Yubo Dong, Xukun Zhu, Zhengzhe Pan, Linchao Zhu, Yi Yang

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

Agent-Specific Effects: A Causal Effect Propagation Analysis in Multi-Agent MDPs

Stelios Triantafyllou, Aleksa Sukovic, Debmalya Mandal, Goran Radanovic

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

Comments ICML 2024

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

Ziyuan Zhou, Guanjun Liu, Ying Tang

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

Comments 43 pages, 5 figures

Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework

Xiaoxi Sun, Jinpeng Li, Yan Zhong, Dongyan Zhao, Rui Yan

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

Comments 18 pages, 3 figures

Towards Generalizability of Multi-Agent Reinforcement Learning in Graphs with Recurrent Message Passing

Jannis Weil, Zhenghua Bao, Osama Abboud, Tobias Meuser

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

Comments Accepted at AAMAS 2024, version with appendix; corrected typo in equation (1)

InsightSee: Advancing Multi-agent Vision-Language Models for Enhanced Visual Understanding

Huaxiang Zhang, Yaojia Mu, Guo-Niu Zhu, Zhongxue Gan

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

No-Regret Learning for Fair Multi-Agent Social Welfare Optimization

Mengxiao Zhang, Ramiro Deo-Campo Vuong, Haipeng Luo

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

Perimeter Control with Heterogeneous Metering Rates for Cordon Signals: A Physics-Regularized Multi-Agent Reinforcement Learning Approach

Jiajie Yu, Pierre-Antoine Laharotte, Yu Han, Wei Ma, Ludovic Leclercq

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

Comments 21 pages, 24 figures

Approximate Global Convergence of Independent Learning in Multi-Agent Systems

Ruiyang Jin, Zaiwei Chen, Yiheng Lin, Jie Song, Adam Wierman

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

Efficient Learning in Chinese Checkers: Comparing Parameter Sharing in Multi-Agent Reinforcement Learning

Noah Adhikari, Allen Gu

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

Safe Multi-Agent Reinforcement Learning with Bilevel Optimization in Autonomous Driving

Zhi Zheng, Shangding Gu

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

PyTAG: Tabletop Games for Multi-Agent Reinforcement Learning

Martin Balla, George E. M. Long, James Goodman, Raluca D. Gaina, Diego Perez-Liebana

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

Multi-Agent Reinforcement Learning for Energy Networks: Computational Challenges, Progress and Open Problems

Sarah Keren, Chaimaa Essayeh, Stefano V. Albrecht, Thomas Morstyn

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

AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation

Dong Huang, Jie M. Zhang, Michael Luck, Qingwen Bu, Yuhao Qing, Heming Cui

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

Comments 24 pages, 12 figures

AgentScope: A Flexible yet Robust Multi-Agent Platform

Dawei Gao, Zitao Li, Xuchen Pan, Weirui Kuang, Zhijian Ma, Bingchen Qian, Fei Wei, Wenhao Zhang, Yuexiang Xie, Daoyuan Chen, Liuyi Yao, Hongyi Peng, Zeyu Zhang, Lin Zhu, Chen Cheng, Hongzhu Shi, Yaliang Li, Bolin Ding, Jingren Zhou

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

Comments We have released code on https://github.com/modelscope/agentscope

Global Rewards in Multi-Agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems

Heiko Hoppe, Tobias Enders, Quentin Cappart, Maximilian Schiffer

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

Comments 22 pages, 6 figures, extended version of paper accepted at the 6th Learning for Dynamics & Control Conference (L4DC 2024)

Sample-Efficient Robust Multi-Agent Reinforcement Learning in the Face of Environmental Uncertainty

Laixi Shi, Eric Mazumdar, Yuejie Chi, Adam Wierman

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

Comments Accepted by International Conference on Machine Learning, 2024

Major-Minor Mean Field Multi-Agent Reinforcement Learning

Kai Cui, Christian Fabian, Anam Tahir, Heinz Koeppl

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

Comments Accepted to ICML 2024

Multi-Agent RL-Based Industrial AIGC Service Offloading over Wireless Edge Networks

Siyuan Li, Xi Lin, Hansong Xu, Kun Hua, Xiaomin Jin, Gaolei Li, Jianhua Li

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

Language Evolution for Evading Social Media Regulation via LLM-based Multi-agent Simulation

Jinyu Cai, Jialong Li, Mingyue Zhang, Munan Li, Chen-Shu Wang, Kenji Tei

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

Comments Accepted by IEEE WCCI 2024

Modelling Opaque Bilateral Market Dynamics in Financial Trading: Insights from a Multi-Agent Simulation Study

Alicia Vidler, Toby Walsh

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

Comments 13 pages, 3 figures

Taming Equilibrium Bias in Risk-Sensitive Multi-Agent Reinforcement Learning

Yingjie Fei, Ruitu Xu

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

Comments 29 pages

Federated Multi-Agent Deep Reinforcement Learning Approach via Physics-Informed Reward for Multi-Microgrid Energy Management

Yuanzheng Li, Shangyang He, Yang Li, Yang Shi, Zhigang Zeng

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

Comments Accepted by IEEE Transactions on Neural Networks and Learning Systems

Journal ref IEEE Transactions on Neural Networks and Learning Systems 35 (2024) 5902-5914

A Model-based Multi-Agent Personalized Short-Video Recommender System

Peilun Zhou, Xiaoxiao Xu, Lantao Hu, Han Li, Peng Jiang

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

MGCBS: An Optimal and Efficient Algorithm for Solving Multi-Goal Multi-Agent Path Finding Problem

Mingkai Tang, Yuanhang Li, Hongji Liu, Yingbing Chen, Ming Liu, Lujia Wang

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

Comments to be published in IJCAI2024

Provably Efficient Information-Directed Sampling Algorithms for Multi-Agent Reinforcement Learning

Qiaosheng Zhang, Chenjia Bai, Shuyue Hu, Zhen Wang, Xuelong Li

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

ROMA-iQSS: An Objective Alignment Approach via State-Based Value Learning and ROund-Robin Multi-Agent Scheduling

Chi-Hui Lin, Joewie J. Koh, Alessandro Roncone, Lijun Chen

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

Comments 10 pages, 3 figures, extended version of our 2024 American Control Conference publication

Journal ref Proceedings of the 2024 American Control Conference (ACC), 2024

Multi-Agent Bandit Learning through Heterogeneous Action Erasure Channels

Osama A. Hanna, Merve Karakas, Lin F. Yang, Christina Fragouli

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

Verco: Learning Coordinated Verbal Communication for Multi-agent Reinforcement Learning

Dapeng Li, Hang Dong, Lu Wang, Bo Qiao, Si Qin, Qingwei Lin, Dongmei Zhang, Qi Zhang, Zhiwei Xu, Bin Zhang, Guoliang Fan

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

Comments 12 pages, 6 figures

CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving

Pei Chen, Boran Han, Shuai Zhang

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

Comments Accepted to NAACL 2024