AI Agent

GBA-UBF : A Large-Scale and Fine-Grained Building Function Classification Dataset in the Greater Bay Area

Chunsong Chen, Yichen Hou, Huan Chen, Junlin Li, Rong Fu, Qiushen Lai, Yiping Chen, Ting Han

专题命中 规划决策 ：planning(abstract)

Comments 12 pages, 10 figures, The 4th ACM SIGSPATIAL International Workshop on Spatial Big Data and AI for Industrial Applications (GeoIndustry '25), November 3--6, 2025, Minneapolis, MN, USA

Frequency-Aware Ensemble Learning for BraTS 2025 Pediatric Brain Tumor Segmentation

Yuxiao Yi, Qingyao Zhuang, Zhi-Qin John Xu, Xiaowen Wang, Yan Ren, Tianming Qiu

机构 * Institute of Natural Sciences, School of Mathematical Sciences, MOE-LSC, Shanghai Jiao Tong University（自然科学院、数学科学学院、MOE-LSC、上海交通大学） ； Department of Radiology, Huashan Hospital, Fudan University（放射科、华山医院、复旦大学） ； Department of Neurosurgery, Huashan Hospital, Fudan University（神经外科、华山医院、复旦大学） 纠错

专题命中 规划决策 ：planning(abstract)

Comments 11 pages, 3 figures, conference, miccai brats challenge

AniME: Adaptive Multi-Agent Planning for Long Animation Generation

Lisai Zhang, Baohan Xu, Siqian Yang, Mingyu Yin, Jing Liu, Chao Xu, Siqi Wang, Yidi Wu, Yuxin Hong, Zihao Zhang, Yanzhang Liang, Yudong Jiang

机构 * Bilibili. Inc China（哔哩哔哩公司） 纠错

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

Comments 2 pages, Technical Report

Agentic-KGR: Co-evolutionary Knowledge Graph Construction through Multi-Agent Reinforcement Learning

Jing Li, Zhijie Sun, Zhicheng Zhou, Suming Qiu, Junjie Huang, Haijia Sun, Linyuan Qiu

机构 * Huawei Technologies Co., Ltd.（华为技术有限公司） 纠错

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

DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration

Zhihao Jia, Mingyi Jia, Junwen Duan, Jianxin Wang

机构 * Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University（湖南生物信息省级重点实验室，计算机科学与工程学院，中南大学） 纠错

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

Comments Accepted to EMNLP 2025

Toward a Safer Web: Multilingual Multi-Agent LLMs for Mitigating Adversarial Misinformation Attacks

Nouar Aldahoul, Yasir Zaki

机构 * New York University Abu Dhabi（纽约大学阿布扎比分校） 纠错

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

RA-Gen: A Controllable Code Generation Framework Using ReAct for Multi-Agent Task Execution

Aofan Liu, Haoxuan Li, Bin Wang, Ao Yang, Hui Li

机构 * School of Electronic and Computer Engineering, Peking University（电子与计算机工程学院，北京大学） ； Guangdong Provincial Key Laboratory of Ultra High Definition Immersive Media Technology（超高清沉浸媒体技术省重点实验室） ； Shenzhen Graduate School, Peking University（深圳研究生院，北京大学） ； Shenzhen International Graduate School, Tsinghua University（深圳国际研究生院，清华大学） 纠错

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

Can Lessons From Human Teams Be Applied to Multi-Agent Systems? The Role of Structure, Diversity, and Interaction Dynamics

Rasika Muralidharan, Haewoon Kwak, Jisun An

机构 * Indiana University Bloomington（印第安纳大学布卢明顿分校） 纠错

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

Comments Under Review at ARR

Latent Variable Modeling in Multi-Agent Reinforcement Learning via Expectation-Maximization for UAV-Based Wildlife Protection

Mazyar Taghavi, Rahman Farnoosh

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

MASA: LLM-Driven Multi-Agent Systems for Autoformalization

Lan Zhang, Marco Valentino, André Freitas

机构 * Department of Computer Science, University of Manchester（曼彻斯特大学计算机科学系） ； School of Computer Science, University of Sheffield（谢菲尔德大学计算机科学学院） ； Idiap Research Institute（Idiap研究 institute） ； National Biomarker Centre, CRUK Manchester Institute（国家生物标志物中心，CRUK曼彻斯特研究所） 纠错

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

Comments EMNLP 2025 Demo camera-ready. Code and data are available at: https://github.com/lanzhang128/multi_agent_autoformalization

Anemoi: A Semi-Centralized Multi-agent System Based on Agent-to-Agent Communication MCP server from Coral Protocol

Xinxing Ren, Caelum Forder, Qianbo Zang, Ahsen Tahir, Roman J. Georgio, Suman Deb, Peter Carroll, Önder Gürcan, Zekun Guo

机构 * Coral Protocol ； Brunel University of London（布伦埃尔大学） ； SnT, Université du Luxembourg（Luxembourg 理工学院 SnT 分院） ； University of Hull（哈罗德大学） ； National University of Computer and Emerging Sciences（国家计算机与新兴科学大学） 纠错

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

Why AI Agents Still Need You: Findings from Developer-Agent Collaborations in the Wild

Aayush Kumar, Yasharth Bajpai, Sumit Gulwani, Gustavo Soares, Emerson Murphy-Hill

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

Comments Accepted to ASE'25

AgenticAD: A Specialized Multiagent System Framework for Holistic Alzheimer Disease Management

Adib Bazgir, Amir Habibdoust, Xing Song, Yuwen Zhang

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

An ETH-Tight FPT Algorithm for Rejection-Proof Set Packing with Applications to Kidney Exchange

Bart M. P. Jansen, Jeroen S. K. Lamme, Ruben F. A. Verhaegh

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

Comments Conference version to appear at the 20th International Symposium on Parameterized and Exact Computation (IPEC 2025)

Decentralized Multi-Robot Relative Navigation in Unknown, Structurally Constrained Environments under Limited Communication

Zihao Mao, Yunheng Wang, Yunting Ji, Yi Yang, Wenjie Song

机构 * School of Automation, Beijing Institute of Technology（自动化学院，北京理工大学） 纠错

专题命中 多智能体 ：planning(abstract)

Beyond Words: Infusing Conversational Agents with Human-like Typing Behaviors

Jijie Zhou, Yuhan Hu

专题命中 多智能体 ：agent(abstract)

Comments Author's version of a paper published at CUI '24 (ACM Conversational User Interfaces 2024)

Journal ref CUI '24: Proceedings of the ACM Conversational User Interfaces 2024, July 8-10, 2024, Luxembourg, Luxembourg. ACM, New York, NY, USA, 11 pages

RefGrader: Automated Grading of Mathematical Competition Proofs using Agentic Workflows

Hamed Mahdavi, Pouria Mahdavinia, Samira Malek, Pegah Mohammadipour, Alireza Hashemi, Majid Daliri, Alireza Farhadi, Amir Khasahmadi, Niloofar Mireshghallah, Vasant Honavar

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

CommandSans: Securing AI Agents with Surgical Precision Prompt Sanitization

Debeshee Das, Luca Beurer-Kellner, Marc Fischer, Maximilian Baader

机构 * ETH Zurich（苏黎世联邦理工学院） ； Snyk（Snyk公司） 纠错

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

Agent Based Simulators for Epidemic Modelling: Simulating Larger Models Using Smaller Ones

Daksh Mittal, Sandeep Juneja

专题命中 工作流自动化 ：agent(title,abstract)

Medchain: Bridging the Gap Between LLM Agents and Clinical Practice with Interactive Sequence

Jie Liu, Wenxuan Wang, Zizhan Ma, Guolin Huang, Yihang SU, Kao-Jung Chang, Wenting Chen, Haoliang Li, Linlin Shen, Michael Lyu

机构 * The City University of Hong Kong（香港城市大学） ； Renmin University of China（中国人民大学） ； The Chinese University of Hong Kong（香港中文大学） ； Shenzhen University（深圳大学） ； National Yang Ming Chiao Tung University（阳明交通大学） ； Taipei Veterans General Hospital（台北荣民总医院） 纠错

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

Comments Accepted by NeurIPS25 Spotlight

Deceptive Exploration in Multi-armed Bandits

I. Arda Vurankaya, Mustafa O. Karabag, Wesley A. Suttle, Jesse Milzman, David Fridovich-Keil, Ufuk Topcu

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； The U.S. Army Research Laboratory（美国陆军研究实验室） 纠错

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

DeepOHeat-v1: Efficient Operator Learning for Fast and Trustworthy Thermal Simulation and Optimization in 3D-IC Design

Xinling Yu, Ziyue Liu, Hai Li, Yixing Li, Xin Ai, Zhiyu Zeng, Ian Young, Zheng Zhang

机构 * Department of Electrical and Computer Engineering, University of California, Santa Barbara（电气与计算机工程系，加州大学圣巴巴拉分校） ； Department of Computer Science, University of California, Santa Barbara（计算机科学系，加州大学圣巴巴拉分校） ； Cadence Design Systems（Cadence设计系统） ； Intel Corporation（英特尔公司） 纠错

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

Comments Published by IEEE TCPMT

Networked Information Aggregation via Machine Learning

Michael Kearns, Aaron Roth, Emily Ryu

专题命中 工作流自动化 ：agent(abstract)；分类 cs.LG

MIP-Based Tumor Segmentation: A Radiologist-Inspired Approach

Romario Zarik, Nahum Kiryati, Michael Green, Liran Domachevsky, Arnaldo Mayer

专题命中 工作流自动化 ：workflow(abstract)

Do Large Language Models Speak Scientific Workflows?

Orcun Yildiz, Tom Peterka

专题命中 工作流自动化 ：workflow(abstract)

CWM: An Open-Weights LLM for Research on Code Generation with World Models

FAIR CodeGen team, Jade Copet, Quentin Carbonneaux, Gal Cohen, Jonas Gehring, Jacob Kahn, Jannik Kossen, Felix Kreuk, Emily McMilin, Michel Meyer, Yuxiang Wei, David Zhang, Kunhao Zheng, Jordi Armengol-Estapé, Pedram Bashiri, Maximilian Beck, Pierre Chambon, Abhishek Charnalia, Chris Cummins, Juliette Decugis, Zacharias V. Fisches, François Fleuret, Fabian Gloeckle, Alex Gu, Michael Hassid, Daniel Haziza, Badr Youbi Idrissi, Christian Keller, Rahul Kindi, Hugh Leather, Gallil Maimon, Aram Markosyan, Francisco Massa, Pierre-Emmanuel Mazaré, Vegard Mella, Naila Murray, Keyur Muzumdar, Peter O'Hearn, Matteo Pagliardini, Dmitrii Pedchenko, Tal Remez, Volker Seeker, Marco Selvi, Oren Sultan, Sida Wang, Luca Wehrstedt, Ori Yoran, Lingming Zhang, Taco Cohen, Yossi Adi, Gabriel Synnaeve

机构 * Meta ； FAIR CodeGen Team（FAIR CodeGen团队） 纠错

专题命中 软件智能体 ：planning(abstract)；agentic(abstract)；分类 cs.AI、cs.LG、cs.SE

Comments 58 pages

MEC$^3$O: Multi-Expert Consensus for Code Time Complexity Prediction

Joonghyuk Hahn, Soohan Lim, Yo-Sub Han

机构 * Department of Computer Science, Yonsei University（延世大学计算机科学系） 纠错

专题命中 软件智能体 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.SE

Comments 24 pages, 11 figures, 10 tables

PARSE: LLM Driven Schema Optimization for Reliable Entity Extraction

Anubhav Shrimal, Aryan Jain, Soumyajit Chowdhury, Promod Yenigalla

机构 * RBS Tech Sciences, Amazon（RBS科技科学，亚马逊） 纠错

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

Comments EMNLP 2025 Industry Track

Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance

Yufei He, Ruoyu Li, Alex Chen, Yue Liu, Yulin Chen, Yuan Sui, Cheng Chen, Yi Zhu, Luca Luo, Frank Yang, Bryan Hooi

机构 * National University of Singapore（新加坡国立大学） ； ByteDance Inc.（字节跳动公司） 纠错

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

Comments EMNLP 2025

Bridging Research and Practice in Simulation-based Testing of Industrial Robot Navigation Systems

Sajad Khatiri, Francisco Eli Vina Barrientos, Maximilian Wulf, Paolo Tonella, Sebastiano Panichella

机构 * University of Bern, Bern, Switzerland（伯恩大学） 纠错

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

Comments 12 pages, accepted for publication at IEEE/ACM International Conference on Automated Software Engineering (ASE) 2025 - Industry Showcase Track