AI Agent

AdvEvo-MARL: Shaping Internalized Safety through Adversarial Co-Evolution in Multi-Agent Reinforcement Learning

Zhenyu Pan, Yiting Zhang, Zhuo Liu, Yolo Yunlong Tang, Zeliang Zhang, Haozheng Luo, Yuwei Han, Jianshu Zhang, Dennis Wu, Hong-Yu Chen, Haoran Lu, Haoyang Fang, Manling Li, Chenliang Xu, Philip S. Yu, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） ； University of Rochester（罗切斯特大学） ； 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)；tool use(abstract)；planning(abstract)

When Disagreements Elicit Robustness: Investigating Self-Repair Capabilities under LLM Multi-Agent Disagreements

Tianjie Ju, Bowen Wang, Hao Fei, Mong-Li Lee, Wynne Hsu, Yun Li, Qianren Wang, Pengzhou Cheng, Zongru Wu, Haodong Zhao, Zhuosheng Zhang, Gongshen Liu

机构 * Shanghai Jiao Tong University（上海交通大学） ； National University of Singapore（新加坡国立大学） ； Cognitive AI Lab（认知人工智能实验室） 纠错

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

Comments Working in progress

A cybersecurity AI agent selection and decision support framework

Masike Malatji

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

Comments 6 figures, 6 tables, AI agents decision support framework

AgentRec: Next-Generation LLM-Powered Multi-Agent Collaborative Recommendation with Adaptive Intelligence

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； School of Computer Science Peking University Beijing, China 纠错

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

A Framework for Scalable Heterogeneous Multi-Agent Adversarial Reinforcement Learning in IsaacLab

Isaac Peterson, Christopher Allred, Jacob Morrey, Mario Harper

机构 * Utah State University（犹他州立大学） ； US DEVCOM Army Research Laboratory（美国陆军研究实验室） 纠错

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

Comments 8 page, 9 figures, code https://github.com/DIRECTLab/IsaacLab-HARL

Beyond the Strongest LLM: Multi-Turn Multi-Agent Orchestration vs. Single LLMs on Benchmarks

Aaron Xuxiang Tian, Ruofan Zhang, Jiayao Tang, Young Min Cho, Xueqian Li, Qiang Yi, Ji Wang, Zhunping Zhang, Danrui Qi, Zekun Li, Xingyu Xiang, Sharath Chandra Guntuku, Lyle Ungar, Tianyu Shi, Chi Wang

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

Comments 9 pages, 3 tables, 1 figure

DisCo-Layout: Disentangling and Coordinating Semantic and Physical Refinement in a Multi-Agent Framework for 3D Indoor Layout Synthesis

Jialin Gao, Donghao Zhou, Mingjian Liang, Lihao Liu, Chi-Wing Fu, Xiaowei Hu, Pheng-Ann Heng

机构 * The Chinese University of Hong Kong（香港中文大学） ； Monash University（墨尔本大学） ； Amazon（亚马逊） ； South China University of Technology（华南理工大学） 纠错

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

AniMaker: Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Haoyuan Shi, Yunxin Li, Xinyu Chen, Longyue Wang, Baotian Hu, Min Zhang

机构 * Harbin Institute of Technology, Shenzhen（哈尔滨工业大学深圳分校） ； Alibaba International Digital Commerce, Hangzhou（阿里巴巴国际数字商业） 纠错

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

FalseCrashReducer: Mitigating False Positive Crashes in OSS-Fuzz-Gen Using Agentic AI

Paschal C. Amusuo, Dongge Liu, Ricardo Andres Calvo Mendez, Jonathan Metzman, Oliver Chang, James C. Davis

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

Comments 12 pages, 2 figures

Cyber Academia-Chemical Engineering (CA-ChemE): A Living Digital Town for Self-Directed Research Evolution and Emergent Scientific Discovery

Zekun Jiang, Chunming Xu, Tianhang Zhou

机构 * State Key Laboratory of Heavy Oil Processing, College of Carbon Neutrality Future Technology, China University of Petroleum (Beijing), Beijing 102249, China（石油加工国家重点实验室，碳中和未来技术学院，中国石油大学（北京），北京102249） 纠错

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

Implementing Agents in JavaScript

Timotheus Kampik

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

Comments This chapter will eventually by published in the book "Agents and Multi-Agent Systems Development -- Platforms, Toolkits, Technologies", edited by Collier, Mascardi, and Ricci

SeMob: Semantic Synthesis for Dynamic Urban Mobility Prediction

Runfei Chen, Shuyang Jiang, Wei Huang

机构 * Urban Mobility Institute, Tongji University, China（同济大学城市 mobility 院） ； College of Surveying and Geo-informatics, Tongji University, China（同济大学测绘地理信息学院） ； College of Computer Science and Artificial Intelligence, Fudan University, China（复旦大学计算机科学与人工智能学院） ； Department of Civil Engineering, Toronto Metropolitan University, Canada（多伦多 Metropolitan 大学土木工程系） 纠错

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

Comments EMNLP2025

Interactive Training: Feedback-Driven Neural Network Optimization

Wentao Zhang, Yang Young Lu, Yuntian Deng

机构 * University of Waterloo（滑铁卢大学） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） 纠错

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

Comments EMNLP 2025 Demo

Coordinated Car-following Using Distributed MPC

Di Shen, Qi Dai, Suzhou Huang

专题命中 多智能体 ：agent(abstract)；planning(abstract)

Cooperative Guidance for Aerial Defense in Multiagent Systems

Shivam Bajpai, Abhinav Sinha, Shashi Ranjan Kumar

机构 * Control for Intelligent Systems (GALACxIS) Lab, Department of Aerospace Engineering ； Engineering Mechanics, University of Cincinnati, OH 45221, USA. (e-mails: , ). S. R. Kumar is with the Intelligent Systems \& Control (ISaC) Lab, Department of Aerospace Engineering, Indian Institute of Technology Bombay, Mumbai 400076, India. (e-mail: ). 纠错

专题命中 多智能体 ：agent(abstract)