AI Agent

DR. WELL: Dynamic Reasoning and Learning with Symbolic World Model for Embodied LLM-Based Multi-Agent Collaboration

Narjes Nourzad, Hanqing Yang, Shiyu Chen, Carlee Joe-Wong

机构 * University of Southern California（南加州大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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

CREA: A Collaborative Multi-Agent Framework for Creative Image Editing and Generation

Kavana Venkatesh, Connor Dunlop, Pinar Yanardag

机构 * Virginia Tech（弗吉尼亚理工学院） 纠错

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

Comments Published at NeurIPS'25 Main Conference

Multi-Agent Collaborative Framework For Math Problem Generation

Kia Karbasi, Kevin Hong, Mohammad Amin Samadi, Gregory Pottie

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

Comments Published in the Proceedings of the 18th International Conference on Educational Data Mining, 6 pages, 5 figures

Journal ref Kia Karbasi, Kevin Hong, Mohammad Amin Samadi, & Gregory Pottie. (2025). Multi-Agent Collaborative Framework For Math Problem Generation. Proceedings of the 18th International Conference on Educational Data Mining, 613--618

A Principle of Targeted Intervention for Multi-Agent Reinforcement Learning

Anjie Liu, Jianhong Wang, Samuel Kaski, Jun Wang, Mengyue Yang

机构 * HKUST (GZ)（香港科技大学（广州）） ； INFORMED-AI Hub（INFORMED-AI中心） ； University of Bristol（布里斯托大学） ； ELLIS Institute Finland（芬兰ELLIS研究所） ； Centre for Artificial Intelligence（人工智能中心） ； University College London（伦敦大学学院） ； School of Engineering Mathematics and Technology（工程数学与技术学院） 纠错

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

Comments Published in NeurIPS 2025

ArchPilot: A Proxy-Guided Multi-Agent Approach for Machine Learning Engineering

Zhuowen Yuan, Tao Liu, Yang Yang, Yang Wang, Feng Qi, Kaushik Rangadurai, Bo Li, Shuang Yang

机构 * Meta Ranking AI Research（Meta 排名人工智能研究） 纠错

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

OptiMA: A Transaction-Based Framework with Throughput Optimization for Very Complex Multi-Agent Systems

Umut Çalıkyılmaz, Nitin Nayak, Jinghua Groppe, Sven Groppe

机构 * University of Lübeck（吕贝克大学） 纠错

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

Building Altruistic and Moral AI Agent with Brain-inspired Emotional Empathy Mechanisms

Feifei Zhao, Hui Feng, Haibo Tong, Zhengqiang Han, Erliang Lin, Enmeng Lu, Yinqian Sun, Yi Zeng

机构 * Brain-inspired Cognitive AI Lab, Institute of Automation, Chinese Academy of Sciences, Beijing, China（脑启发认知人工智能实验室，自动化研究所，中国科学院，北京，中国） ； Beijing Key Laboratory of Safe AI and Superalignment, China（北京安全人工智能与超对齐关键实验室，中国） ； Beijing Institute of AI Safety and Governance, China（北京人工智能安全与治理研究所，中国） ； Long-term AI, Beijing, China（长期人工智能，北京，中国） ； School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China（人工智能学院，中国科学院大学，北京，中国） ； School of Humanities, University of Chinese Academy of Sciences, Beijing, China（人文学院，中国科学院大学，北京，中国） ； State Key Laboratory of Brain Cognition and Brain-inspired Intelligence Technology, Chinese Academy of Sciences, Shanghai, China（脑认知与脑启发智能技术国家重点实验室，中国科学院，上海，中国） 纠错

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

Comments Accepted by TAFFC

Collaboration Dynamics and Reliability Challenges of Multi-Agent LLM Systems in Finite Element Analysis

Chuan Tian, Yilei Zhang

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

Learning Communication Skills in Multi-task Multi-agent Deep Reinforcement Learning

Changxi Zhu, Mehdi Dastani, Shihan Wang

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

Comments 20 pages, 10 figures

Robust Multi-Agent Decision-Making in Finite-Population Games

Shinkyu Park, Lucas C. D. Bezerra

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

Security Analysis of Agentic AI Communication Protocols: A Comparative Evaluation

Yedidel Louck, Ariel Stulman, Amit Dvir

专题命中 多智能体 ：agentic(title)；agent(abstract)；multi-agent(abstract)

A Criminology of Machines

Gian Maria Campedelli

机构 * Fondazione Bruno Kessler（布鲁诺·科斯勒基金会） 纠错

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

Comments This pre-print is also available at CrimRxiv with DOI: https://doi.org/10.21428/cb6ab371.e3354ce1

Trustworthy LLM-Mediated Communication: Evaluating Information Fidelity in LLM as a Communicator (LAAC) Framework in Multiple Application Domains

Mohammed Musthafa Rafi, Adarsh Krishnamurthy, Aditya Balu

机构 * Iowa State University（爱荷华州立大学） 纠错

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

Comments 10 pages, 4 figures. Submitted to IEEE DISTILL 2025 (co-located with IEEE TPS 2025)

Direct Semantic Communication Between Large Language Models via Vector Translation

Fu-Chun Yang, Jason Eshraghian

机构 * University of California, Santa Cruz（加州大学圣克ruz分校） 纠错

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

Comments 9 pages, 1 figure, 2 tables