AI Agent - arXivDaily 专题

1508.05328 2016-04-01 cs.MA cs.AI 88%

Multi-agent Reinforcement Learning with Sparse Interactions by Negotiation and Knowledge Transfer

Luowei Zhou, Pei Yang, Chunlin Chen, Yang Gao

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

Comments 13 pages, 15 figures

1511.09047 2016-02-15 cs.AI cs.MA 88%

Solving Transition-Independent Multi-agent MDPs with Sparse Interactions (Extended version)

Joris Scharpff, Diederik M. Roijers, Frans A. Oliehoek, Matthijs T. J. Spaan, Mathijs M. de Weerdt

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

Comments This article is an extended version of the paper that was published under the same title in the Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence (AAAI16), held in Phoenix, Arizona USA on February 12-17, 2016

1512.00313 2015-12-02 cs.DC cs.SE 88%

A Multi-Agent Framework for Testing Distributed Systems

Hany F. El Yamany, Miriam Capretz, Luiz Fernando Capretz

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

Journal ref 30th IEEE International Computer Software and Applications Conference (COMPSAC), Chicago, USA, Volume II, pp. 151-156, 2006

1205.0047 2015-06-04 stat.ML cs.LG cs.MA math.OC math.PR 88%

$QD$-Learning: A Collaborative Distributed Strategy for Multi-Agent Reinforcement Learning Through Consensus + Innovations

Soummya Kar, Jose' M. F. Moura, H. Vincent Poor

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

Comments Submitted to the IEEE Transactions on Signal Processing, 33 pages

1501.05153 2015-01-22 cs.SE cs.MA 88%

Formal requirement and architecture specifications of a multi-agent robotic system

Nadeem Akhtar, Yann Le Guyadec, Flavio Oquendo

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

Comments 6 pages

Journal ref Journal of Computing, eISSN 2151-9617. Volume 4, Issue 4, April 2012

1501.01273 2015-01-07 cs.SE 88%

Requirement analysis, Architectural design and Formal verification of a multi-agent based University Information Management System

Nadeem Akhtar, Aisha Shafique Ghori, Nadeem Salamat

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

Comments 9 pages, journal paper in International Journal of Computer Science & Information Technology (IJCSIT), December 2014

cs/9606102 2014-11-17 cs.AI 88%

On Partially Controlled Multi-Agent Systems

R. I. Brafman, M. Tennenholtz

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

Comments See http://www.jair.org/ for any accompanying files

Journal ref Journal of Artificial Intelligence Research, Vol 4, (1996), 477-507

cs/9505102 2014-11-17 cs.AI 88%

Adaptive Load Balancing: A Study in Multi-Agent Learning

A. Schaerf, Y. Shoham, M. Tennenholtz

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

Comments See http://www.jair.org/ for any accompanying files

Journal ref Journal of Artificial Intelligence Research, Vol 2, (1995), 475-500

1408.6350 2014-08-28 cs.MA cs.AI 88%

Definition and properties to assess multi-agent environments as social intelligence tests

Javier Insa-Cabrera, José Hernández-Orallo

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

Comments 53 pages + appendix

1408.0058 2014-08-04 cs.RO cs.LG cs.MA 88%

A Framework for learning multi-agent dynamic formation strategy in real-time applications

Mehrab Norouzitallab, Valiallah Monajjemi, Saeed Shiry Ghidary, Mohammad Bagher Menhaj

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

Comments 27 pages, 9 figures

1403.6822 2014-03-28 cs.LG cs.GT 88%

Comparison of Multi-agent and Single-agent Inverse Learning on a Simulated Soccer Example

Xiaomin Lin, Peter A. Beling, Randy Cogill

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

Comments arXiv admin note: text overlap with arXiv:1403.6508

1401.5849 2014-01-25 cs.MA cs.AI cs.LO 88%

Interactions between Knowledge and Time in a First-Order Logic for Multi-Agent Systems: Completeness Results

Francesco Belardinelli, Alessio Lomuscio

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

Journal ref Journal Of Artificial Intelligence Research, Volume 45, pages 1-45, 2012

1401.4593 2014-01-21 cs.MA cs.AI 88%

Location-Based Reasoning about Complex Multi-Agent Behavior

Adam Sadilek, Henry Kautz

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

Journal ref Journal Of Artificial Intelligence Research, Volume 43, pages 87-133, 2012

1309.1973 2013-09-10 cs.AI 88%

Regret-Based Multi-Agent Coordination with Uncertain Task Rewards

Feng Wu, Nicholas R. Jennings

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

1302.1570 2013-02-08 cs.AI 88%

On Stable Multi-Agent Behavior in Face of Uncertainty

Moshe Tennenholtz

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

Comments Appears in Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI1997)

1301.3347 2013-01-16 cs.MA cs.LG math.OC stat.ML 88%

Multi-agent learning using Fictitious Play and Extended Kalman Filter

Michalis Smyrnakis

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

1209.4330 2012-09-20 cs.AI cs.MA 88%

Modeling and Verification of a Multi-Agent Argumentation System using NuSMV

Supriya D'Souza, Abhishek Rao, Amit Sharma, Sanjay Singh

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

Comments 8 pages, 4 figures; 20092012

1209.1885 2012-09-11 cs.LO cs.AI cs.DC cs.MA 88%

Parametric Constructive Kripke-Semantics for Standard Multi-Agent Belief and Knowledge (Knowledge As Unbiased Belief)

Simon Kramer, Joshua Sack

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

1209.1428 2012-09-10 cs.MA cs.SE 88%

Challenges and Directions for Engineering Multi-agent Systems

Michael Winikoff

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

Comments Dagstuhl seminar 12342

1009.2041 2010-09-30 cs.AI 88%

Multi-Agent Only-Knowing Revisited

Vaishak Belle, Gerhard Lakemeyer

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

Comments Appears in Principles of Knowledge Representation and Reasoning 2010

0904.2320 2009-12-01 cs.MA cs.LG 88%

Why Global Performance is a Poor Metric for Verifying Convergence of Multi-agent Learning

Sherief Abdallah

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

Comments 11 pages

0809.4784 2009-12-01 cs.AI cs.MA cs.RO 88%

A Computational Study on Emotions and Temperament in Multi-Agent Systems

Luis Paulo Reis, Daria Barteneva, Nuno Lau

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

cs/0504108 2009-12-01 cs.AI cs.MA 88%

Cooperative Game Theory within Multi-Agent Systems for Systems Scheduling

Derek Messie, Jae C. Oh

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

Comments Fourth International Conference on Hybrid Intelligent Systems (HIS), Kitakyushu, Japan, December, 2004

cs/0310010 2009-12-01 cs.AI cs.MA 88%

Transient Diversity in Multi-Agent Systems

David Lyback

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

Comments 44 pages, 5 figures

cs/9909019 2009-11-30 cs.LO cs.AI 88%

Knowledge in Multi-Agent Systems: Initial Configurations and Broadcast

A. R. Lomuscio, R. van der Meyden, M. D. Ryan

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

Comments 32 Pages, 2 Figures. Submitted to Transactions of Computational Logic

cs/0201020 2009-11-30 cs.AI cs.LO 88%

A Modal Logic Framework for Multi-agent Belief Fusion

Churn-Jung Liau

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

Comments LaTex, 29 pages

cs/0001015 2009-11-30 cs.AI cs.LO 88%

Multi-Agent Only Knowing

Joseph Y. Halpern, Gerhard Lakemeyer

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

Comments To appear, Journal of Logic and Computation

2608.11215 2026-08-13 cs.AI cond-mat.stat-mech cs.CL cs.LG cs.MA physics.soc-ph 新提交 88%

Poor Man's Agentic Modeling: Simulating Large LLM-Agent Societies on a Laptop

简易智能体建模：在笔记本电脑上模拟大型大语言模型（LLM）智能体群体

Igor Itkin

专题命中多智能体：agent(title,abstract)；agentic(title,comments)；分类 cs.AI、cs.CL、cs.LG

AI总结该研究提出用低成本拟合的低参数模型替代LLM智能体，可在笔记本电脑上模拟任意数量的LLM智能体群体，通过「交互顺序×记忆」分类法验证了该方法在多个LLM模拟上的有效性。

Comments 25 pages, 12 figures. Code and data at github.com/YehudaItkin/poor-mans-agentic-modeling; systematic review and pre-registration archived at Zenodo (doi:10.5281/zenodo.21198322, doi:10.5281/zenodo.21340310)

2605.16097 2026-07-14 cs.MA 88%

Multi-Agent Cooperative Transportation: Optimal and Efficient Task Allocation and Path Finding

多智能体协作运输：最优且高效的任务分配与路径寻找

Ning Zhou, Nikolai W. F. Bode, Edmund R. Hunt

专题命中多智能体：agent(title,abstract)；multi-agent(title,abstract)；autonomous agent(journal_ref)

AI总结本文提出CT-TAPF问题，整合团队形成、任务分配与无碰撞路径寻找，提出CT-TCBS最优求解器和子最优求解器，通过增量扩展策略和全局任务视角提升效率，验证了在协作多智能体问题中的有效性。

Journal ref AAMAS 2026: Proc. of the 25th International Conference on Autonomous Agents and Multiagent Systems

2601.07152 2026-06-02 cs.MA 88%

Agents of Diffusion: Enhancing Diffusion Language Models with Multi-Agent Reinforcement Learning for Structured Data Generation (Extended Version)

扩散代理：利用多智能体强化学习增强扩散语言模型以生成结构化数据（扩展版）

Aja Khanal, Kaushik T. Ranade, Rishabh Agrawal, Kalyan S. Basu, Apurva Narayan

专题命中多智能体：agent(title,abstract)；multi-agent(title,abstract)；autonomous agent(journal_ref)

AI总结提出Agents of Diffusion (AoD)框架，通过多智能体强化学习结合扩散语言模型与自回归模型的推理能力，实现高语义新颖性和结构保真度的结构化数据生成。

Journal ref Proc. of the 25th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2026)

1. 多智能体 14943 篇

Multi-agent Reinforcement Learning with Sparse Interactions by Negotiation and Knowledge Transfer

Solving Transition-Independent Multi-agent MDPs with Sparse Interactions (Extended version)

A Multi-Agent Framework for Testing Distributed Systems

$QD$-Learning: A Collaborative Distributed Strategy for Multi-Agent Reinforcement Learning Through Consensus + Innovations

Formal requirement and architecture specifications of a multi-agent robotic system

Requirement analysis, Architectural design and Formal verification of a multi-agent based University Information Management System

On Partially Controlled Multi-Agent Systems

Adaptive Load Balancing: A Study in Multi-Agent Learning

Definition and properties to assess multi-agent environments as social intelligence tests

A Framework for learning multi-agent dynamic formation strategy in real-time applications

Comparison of Multi-agent and Single-agent Inverse Learning on a Simulated Soccer Example

Interactions between Knowledge and Time in a First-Order Logic for Multi-Agent Systems: Completeness Results

Location-Based Reasoning about Complex Multi-Agent Behavior

Regret-Based Multi-Agent Coordination with Uncertain Task Rewards

On Stable Multi-Agent Behavior in Face of Uncertainty

Multi-agent learning using Fictitious Play and Extended Kalman Filter

Modeling and Verification of a Multi-Agent Argumentation System using NuSMV

Parametric Constructive Kripke-Semantics for Standard Multi-Agent Belief and Knowledge (Knowledge As Unbiased Belief)

Challenges and Directions for Engineering Multi-agent Systems

Multi-Agent Only-Knowing Revisited

Why Global Performance is a Poor Metric for Verifying Convergence of Multi-agent Learning

A Computational Study on Emotions and Temperament in Multi-Agent Systems

Cooperative Game Theory within Multi-Agent Systems for Systems Scheduling

Transient Diversity in Multi-Agent Systems

Knowledge in Multi-Agent Systems: Initial Configurations and Broadcast

A Modal Logic Framework for Multi-agent Belief Fusion

Multi-Agent Only Knowing

Poor Man's Agentic Modeling: Simulating Large LLM-Agent Societies on a Laptop

Multi-Agent Cooperative Transportation: Optimal and Efficient Task Allocation and Path Finding

Agents of Diffusion: Enhancing Diffusion Language Models with Multi-Agent Reinforcement Learning for Structured Data Generation (Extended Version)