AI Agent

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)

The workflow motif: a widely-useful performance diagnosis abstraction for distributed applications

Mania Abdi, Peter Desnoyers, Mark Crovella, Raja R. Sambasivan

专题命中 工作流自动化 ：workflow(title,abstract)

Comments 8 pages, 2 figures, 1 table

How can AI agents support journalists' work? An experiment with designing an LLM-driven intelligent reporting system

Vasileios Maltezos, Roman Kyrychenko, Aleksi Knuutila

专题命中 工作流自动化 ：AI agent(title)；agentic(abstract)

Comments 8 pages, 1 table

A modular framework for collaborative human-AI, multi-modal and multi-beamline synchrotron experiments

Adam A. Corrao, Phillip M. Maffettone, Bruce Ravel, Thomas A. Caswell, Stuart I. Campbell, Howie Joress, Stuart Wilkins, Daniel Olds

专题命中 工作流自动化 ：agent(abstract)；AI agent(abstract)

Comments 39 pages, 13 figures, Supporting Information available in SI.pdf

Fine-tuning with RAG for Improving LLM Learning of New Skills

Humaid Ibrahim, Nikolai Rozanov, Marek Rei

专题命中 工作流自动化 ：agent(abstract)；分类 cs.AI、cs.CL

Comments Under review at ICLR 2026

StepORLM: A Self-Evolving Framework With Generative Process Supervision For Operations Research Language Models

Chenyu Zhou, Tianyi Xu, Jianghao Lin, Dongdong Ge

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 工作流自动化 ：agentic(abstract)；分类 cs.AI

Accelerating kinetic plasma simulations with machine learning generated initial conditions

Andrew T. Powis, Domenica Corona Rivera, Alexander Khrabry, Igor D. Kaganovich

专题命中 工作流自动化 ：workflow(abstract)

From quantum feature maps to quantum reservoir computing: perspectives and applications

Casper Gyurik, Filip Wudarski, Evan Philip, Antonio Sannia, Hossein Sadeghi, Oleksandr Kyriienko, Davide Venturelli, Antonio A. Gentile

专题命中 工作流自动化 ：workflow(abstract)

Integrated Software/Hardware Execution Models for High-Accuracy Methods in Chemistry

Nicholas Bauman, Ajay Panyala, Libor Veis, Jiri Brabec, Paul Rigor, Randy Meyer, Skyler Windh, Craig Warner, Tony Brewer, Karol Kowalski

专题命中 工作流自动化 ：workflow(abstract)

Are LLMs ready to help non-expert users to make charts of official statistics data?

Gadir Suleymanli, Alexander Rogiers, Lucas Lageweg, Jefrey Lijffijt

专题命中 工作流自动化 ：agentic(abstract)

Alloying to Tune the Bandgap of the AM2Pn2 Zintl Compounds

Andrew Pike, Zhenkun Yuan, Muhammad Rubaiat Hasan, Smitakshi Goswami, Krishanu Samanta, Miguel I. Gonzalez, Jifeng Liu, Kirill Kovnir, Geoffroy Hautier

专题命中 工作流自动化 ：workflow(abstract)

Comments 43 pages, 13 figures

Accurate ab initio modeling of solid solution strengthening in high entropy alloys

Franco Moitzi, Lorenz Romaner, Andrei V. Ruban, Oleg E. Peil

专题命中 工作流自动化 ：workflow(abstract)

Comments 20 pages; 15 figures; published in Phys. Rev. Materials

Journal ref Phys. Rev. Materials 6, 103602 (2022)

World Model for AI Autonomous Navigation in Mechanical Thrombectomy

Harry Robertshaw, Han-Ru Wu, Alejandro Granados, Thomas C Booth

机构 * School of Biomedical Engineering & Imaging Sciences（生物医学工程与成像科学学院） ； Kings College London（伦敦国王学院） ； Nuffield Department of Primary Care Health Sciences（初级卫生保健科学纽菲尔德部门） ； University of Oxford（牛津大学） 纠错

专题命中 GUI与网页智能体 ：agent(abstract)；分类 cs.LG

Comments Published in Medical Image Computing and Computer Assisted Intervention - MICCAI 2025, Lecture Notes in Computer Science, vol 15968

Journal ref MICCAI 2025. Lecture Notes in Computer Science, vol 15968 (2026)

Touching the tumor boundary: A pilot study on ultrasound based virtual fixtures for breast-conserving surgery

Laura Connolly, Tamas Ungi, Adnan Munawar, Anton Deguet, Chris Yeung, Russell H. Taylor, Parvin Mousavi, Gabor Fichtinger Keyvan Hashtrudi-Zaad

机构 * Queen’s University（女王大学） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 GUI与网页智能体 ：workflow(abstract)

Journal ref Int J CARS 20 (2025) 1105-1113

VENTURA: Adapting Image Diffusion Models for Unified Task Conditioned Navigation

Arthur Zhang, Xiangyun Meng, Luca Calliari, Dong-Ki Kim, Shayegan Omidshafiei, Joydeep Biswas, Ali Agha, Amirreza Shaban

专题命中 GUI与网页智能体 ：planning(abstract)

Comments 9 pages, 6 figures, 3 tables

MEMTRACK: Evaluating Long-Term Memory and State Tracking in Multi-Platform Dynamic Agent Environments

Darshan Deshpande, Varun Gangal, Hersh Mehta, Anand Kannappan, Rebecca Qian, Peng Wang

专题命中 记忆与上下文管理 ：agent(title,abstract)；multi-agent(abstract)；分类 cs.AI、cs.CL

Comments Accepted to NeurIPS 2025 SEA Workshop

Entropy for a class of micro-economic models

Robert S MacKay

专题命中 记忆与上下文管理 ：agent(abstract)

The Social Laboratory: A Psychometric Framework for Multi-Agent LLM Evaluation

Zarreen Reza

机构 * Independent researcher（独立研究者） 纠错

专题命中 Agent评测 ：agent(title,abstract)；multi-agent(title,abstract)；AI agent(abstract)；autonomous agent(abstract)

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop on Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Abilities, and Scaling

BioinfoMCP: A Unified Platform Enabling MCP Interfaces in Agentic Bioinformatics

Florensia Widjaja, Zhangtianyi Chen, Juexiao Zhou

机构 * School of Data Science, The Chinese University of Hong Kong, Shenzhen (CUHK Shenzhen)（数据科学学院，香港中文大学（深圳）） 纠错

专题命中 Agent评测 ：agentic(title)；agent(abstract)；分类 cs.AI、cs.LG

Comments 20 pages, 8 figures, 3 tables