AI Agent

CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization

Weiwei Sun, Shengyu Feng, Shanda Li, Yiming Yang

专题命中 工具调用 ：agentic(abstract)；分类 cs.AI、cs.CL

ALAS: Autonomous Learning Agent for Self-Updating Language Models

Dhruv Atreja

机构 * Dhruv Atreja（独立研究者） 纠错

专题命中 规划决策 ：agent(title,abstract)；planning(abstract)；分类 cs.AI、cs.CL、cs.LG

Multi-agent Robust and Optimal Policy Learning for Data Harvesting

Shili Wu, Yancheng Zhu, Aniruddha Datta, Sean B. Andersson

专题命中 规划决策 ：agent(title)；multi-agent(title)

GLARE: Agentic Reasoning for Legal Judgment Prediction

Xinyu Yang, Chenlong Deng, Zhicheng Dou

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学北京校区人工智能学院） 纠错

专题命中 规划决策 ：agentic(title,abstract)；分类 cs.AI、cs.CL

Urban Comfort Assessment in the Era of Digital Planning: A Multidimensional, Data-driven, and AI-assisted Framework

Sijie Yang, Binyu Lei, Filip Biljecki

机构 * Department of Architecture, National University of Singapore（新加坡国立大学建筑系） ； School of Engineering and Applied Science, University of Pennsylvania（宾夕法尼亚大学工程与应用科学学院） ； Department of Real Estate, National University of Singapore（新加坡国立大学房地产系） 纠错

专题命中 规划决策 ：planning(title,abstract)；分类 cs.AI

Comments Presented at 19th International Conference on Computational Urban Planning and Urban Management (CUPUM 2025)

On Kinodynamic Global Planning in a Simplicial Complex Environment: A Mixed Integer Approach

Otobong Jerome, Alexandr Klimchik, Alexander Maloletov, Geesara Kulathunga

机构 * Center of Autonomous Technologies, Innopolis University（自主技术中心，因诺波利斯大学） ； School of Computer Science, University of Lincoln（计算机科学学院，林肯大学） 纠错

专题命中 规划决策 ：planning(title,abstract)

Journal ref Mechanism and Machine Theory 215, 106172 (2025)

Agentic AI Empowered Multi-UAV Trajectory Optimization in Low-Altitude Economy Networks

Feibo Jiang, Li Dong, Xitao Pan, Kezhi Wang, Cunhua Pan

专题命中 规划决策 ：agentic(title,abstract)

Limit-Computable Grains of Truth for Arbitrary Computable Extensive-Form (Un)Known Games

Cole Wyeth, Marcus Hutter, Jan Leike, Jessica Taylor

机构 * David R. Cheriton School of Computer Science, University of Waterloo（多伦多大学大卫·R·切里顿计算机科学学院） ； Google DeepMind and Australian National University（谷歌DeepMind和澳大利亚国立大学） ； Anthropic（Anthropic公司） ； Median Group（Median集团） 纠错

专题命中 规划决策 ：agent(abstract)；planning(abstract)；multi-agent(abstract)；分类 cs.LG

Comments 42 pages; 2 figures; 7 algorithms

Synthesizing Evolving Symbolic Representations for Autonomous Systems

Gabriele Sartor, Angelo Oddi, Riccardo Rasconi, Vieri Giuliano Santucci, Rosa Meo

机构 * Institute for Cognitive Sciences and Technologies（认知科学与技术研究所） 纠错

专题命中 规划决策 ：agent(abstract)；autonomous agent(abstract)；planning(abstract)；分类 cs.AI

Journal ref Prog.Artif.Intell.(2025)

Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems

Yanheng Liu, Dalin Li, Hao Wu, Zemin Sun, Weihong Qin, Jun Li, Hongyang Du, Geng Sun

专题命中 规划决策 ：agent(abstract)；multi-agent(abstract)

Representation Learning of Auxiliary Concepts for Improved Student Modeling and Exercise Recommendation

Yahya Badran, Christine Preisach

机构 * Karlsruhe University of Applied Sciences（卡尔斯鲁厄应用科学大学） ； Karlsruhe University of Education（卡尔斯鲁厄教育大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.AI、cs.LG

XFinBench: Benchmarking LLMs in Complex Financial Problem Solving and Reasoning

Zhihan Zhang, Yixin Cao, Lizi Liao

机构 * School of Computing and Information Systems, Singapore Management University（计算与信息系统学院，新加坡管理大学） ； Institute of Trustworthy Embodied AI, Fudan University（可信具身人工智能研究院，复旦大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.CL、cs.LG

Bayesian-Driven Graph Reasoning for Active Radio Map Construction

Wenlihan Lu, Shijian Gao, Miaowen Wen, Yuxuan Liang, Liuqing Yang, Chan-Byoung Chae, H. Vincent Poor

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； South China University of Technology（华南理工大学） ； Yonsei University（延世大学） ； Princeton University（普林斯顿大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.AI

Exploration of Plan-Guided Summarization for Narrative Texts: the Case of Small Language Models

Matt Grenander, Siddharth Varia, Paula Czarnowska, Yogarshi Vyas, Kishaloy Halder, Bonan Min

机构 * AWS AI Labs（AWS人工智能实验室） ； School of Informatics, University of Edinburgh（信息学院，爱丁堡大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.CL

Comments Accepted to the 7th Workshop on Narrative Understanding (WNU), co-located with NAACL 2025

Urban Water Consumption Forecasting Using Deep Learning and Correlated District Metered Areas

Kleanthis Malialis, Nefeli Mavri, Stelios G. Vrachimis, Marios S. Kyriakou, Demetrios G. Eliades, Marios M. Polycarpou

机构 * KIOS Research and Innovation Center of Excellence（KIOS研究与创新中心） ； Department of Electrical and Computer Engineering（电气与计算机工程系） ； University of Cyprus（塞浦路斯大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

Comments Keywords: urban water management, water consumption, time series forecasting

Journal ref 2025 IEEE Symposia on Computational Intelligence for Energy, Transport and Environmental Sustainability

Towards Goal-oriented Intelligent Tutoring Systems in Online Education

Yang Deng, Zifeng Ren, An Zhang, Tat-Seng Chua

机构 * Singapore Management University（新加坡国立管理学院） ； National University of Singapore（国立新加坡大学） ； University of Science and Technology of China（中国科学技术大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.AI

Comments Accepted by ACM TOIS

MedOmni-45°: A Safety-Performance Benchmark for Reasoning-Oriented LLMs in Medicine

Kaiyuan Ji, Yijin Guo, Zicheng Zhang, Xiangyang Zhu, Yuan Tian, Ning Liu, Guangtao Zhai

专题命中 规划决策 ：workflow(abstract)

Comments 9 pages

Innovative Distributed Maintenance Concept: From the design to cost optimisation

Maria Di Mascolo, Zineb Simeu-Abazi, Rony Arsène Djeunang Mezafack

专题命中 规划决策 ：planning(abstract)

Journal ref International Journal of Prognostics and Health Management, 2025, 16 (2)

Highly Accurate and Diverse Traffic Data: The DeepScenario Open 3D Dataset

Oussema Dhaouadi, Johannes Meier, Luca Wahl, Jacques Kaiser, Luca Scalerandi, Nick Wandelburg, Zhuolun Zhou, Nijanthan Berinpanathan, Holger Banzhaf, Daniel Cremers

机构 * DeepScenario ； TU Munich（慕尼黑工业大学） ； Munich Center for Machine Learning（慕尼黑人工智能研究中心） 纠错

专题命中 规划决策 ：planning(abstract)

Agent Communications toward Agentic AI at Edge -- A Case Study of the Agent2Agent Protocol

Qiang Duan, Zhihui Lu

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

DeepMEL: A Multi-Agent Collaboration Framework for Multimodal Entity Linking

Fang Wang, Tianwei Yan, Zonghao Yang, Minghao Hu, Jun Zhang, Zhunchen Luo, Xiaoying Bai

机构 * School of Computer Science, Peking University（北京大学计算机科学学院） ； School of Information Science and Engineering, Chongqing Jiaotong University（重庆交通大学信息科学与工程学院） ； China Research and Development Academy of Machinery Equipment（机械电子研究发展院） ； Center of Information Research, Academy of Military Science（军事科学信息研究中心） 纠错

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

Partially Decentralized Multi-Agent Q-Learning via Digital Cousins for Wireless Networks

Talha Bozkus, Urbashi Mitra

机构 * Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California（明希德电气与计算机工程系，南加州大学） 纠错

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

Comments This work has been submitted to the IEEE for possible publication

Building and Measuring Trust between Large Language Models

Maarten Buyl, Yousra Fettach, Guillaume Bied, Tijl De Bie

机构 * Ghent University（根特大学） 纠错

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

Joint Cache Placement and Routing in Satellite-Terrestrial Edge Computing Network: A GNN-Enabled DRL Approach

Yuhao Zheng, Ting You, Kejia Peng, Chang Liu

专题命中 多智能体 ：agent(abstract)

Comments 5 pages, 6 figures

Validating Terrain Models in Digital Twins for Trustworthy sUAS Operations

Arturo Miguel Russell Bernal, Maureen Petterson, Pedro Antonio Alarcon Granadeno, Michael Murphy, James Mason, Jane Cleland-Huang

专题命中 工作流自动化 ：planning(abstract)；workflow(abstract)；分类 cs.SE

Comments Submitted to EDTconf 2025

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization

Martin Andrews, Sam Witteveen

机构 * LLM-Driven Framework for Iterative Kernel Optimization（LLM驱动的迭代核优化框架） 纠错

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

Comments 4+1 page paper plus Appendices and Supplementary zip file. Presented at the ES-FoMo "Efficient Systems for Foundation Models" workshop at ICML 2025

A Disease-Centric Vision-Language Foundation Model for Precision Oncology in Kidney Cancer

Yuhui Tao, Zhongwei Zhao, Zilong Wang, Xufang Luo, Feng Chen, Kang Wang, Chuanfu Wu, Xue Zhang, Shaoting Zhang, Jiaxi Yao, Xingwei Jin, Xinyang Jiang, Yifan Yang, Dongsheng Li, Lili Qiu, Zhiqiang Shao, Jianming Guo, Nengwang Yu, Shuo Wang, Ying Xiong

机构 * Digital Medical Research Center, School of Basic Medical Sciences, Fudan University, Shanghai, 200032, China（复旦大学基础医学学院数字医学研究中心） ； Shanghai Key Laboratory of Medical Imaging Computing and Computer Assisted Intervention, Shanghai, 200032, China（上海市医疗影像计算与计算机辅助干预重点实验室） ； Department of Urology, Qilu Hospital of Shandong University, Jinan, Shandong, 250012, China（山东大学齐鲁医院泌尿科） ； Microsoft Research Asia, Shanghai, 200232, China（微软亚洲研究院） ； Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310006, China（浙江大学医学院附属第一医院放射科） ； Center of Health data science, Linyi People’s Hospital, Shandong, 276003, China（临沂人民医院健康数据科学中心） ； Shandong Open Laboratory of Data Innovation Application, Shandong, 276003, China（山东省数据创新应用开放实验室） ； Department of Radiology, the First People’s Hospital of Lianyungang, Lianyungang, 222002, China（连云港第一人民医院放射科） ； Department of Urology, Zhangye People’s Hospital affiliated to Hexi University, Zhangye, 734000, China（张掖人民医院（河西大学附属）泌尿科） ； Department of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China（上海交通大学附属瑞金医院泌尿科） ； Department of Urology, Linyi People’s Hospital, Shandong, 276003, China（临沂人民医院泌尿科） ； Department of Urology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China（复旦大学中山医院泌尿科） 纠错

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

IRSAMap:Towards Large-Scale, High-Resolution Land Cover Map Vectorization

Yu Meng, Ligao Deng, Zhihao Xi, Jiansheng Chen, Jingbo Chen, Anzhi Yue, Diyou Liu, Kai Li, Chenhao Wang, Kaiyu Li, Yupeng Deng, Xian Sun

机构 * Aerospace Information Research Institute, Chinese Academy of Sciences（中国科学院 aerospace information research institute） ； School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences（中国科学院大学电子电气与通信工程学院） ； School of Software Engineering, Xi’an Jiaotong University（西安交通大学软件工程学院） 纠错

专题命中 工作流自动化 ：workflow(abstract)

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

Xiaoqing Liu, Kehan Zeng, Zedong Luo, Yangshuai Wang, Teng Zhao, Zhenli Xu

专题命中 工作流自动化 ：workflow(abstract)

Two-Timescale Dynamic Service Deployment and Task Scheduling with Spatiotemporal Collaboration in Mobile Edge Networks

Yang Li, Xing Zhang, Yunji Zhao, Wenbo Wang

专题命中 GUI与网页智能体 ：agent(abstract)；multi-agent(abstract)

Comments This paper is accepted by IEEE Globecom 2025