AI Agent

Enhancing Agentic Autonomous Scientific Discovery with Vision-Language Model Capabilities

Kahaan Gandhi, Boris Bolliet, Inigo Zubeldia

机构 * Department of Physics, University of Cambridge, Cambridge, United Kingdom（剑桥大学物理系） ； Kavli Institute for Cosmology, University of Cambridge, Cambridge, United Kingdom（剑桥大学卡弗利天文研究所） ； Department of Physics and Astronomy, Haverford College, 370 Lancaster Avenue, Haverford, PA 19041, USA（哈弗福德学院物理与天文学系） ； Division of Physics, Mathematics and Astronomy, California Institute of Technology, Pasadena, CA 91125, USA（加州理工学院物理、数学与天文学系） ； Institute of Astronomy, University of Cambridge, Cambridge, United Kingdom（剑桥大学天文研究所） 纠错

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

LoCoBench-Agent: An Interactive Benchmark for LLM Agents in Long-Context Software Engineering

Jielin Qiu, Zuxin Liu, Zhiwei Liu, Rithesh Murthy, Jianguo Zhang, Haolin Chen, Shiyu Wang, Ming Zhu, Liangwei Yang, Juntao Tan, Roshan Ram, Akshara Prabhakar, Tulika Awalgaonkar, Zixiang Chen, Zhepeng Cen, Cheng Qian, Shelby Heinecke, Weiran Yao, Silvio Savarese, Caiming Xiong, Huan Wang

机构 * Salesforce AI Research（Salesforce AI研究院） 纠错

专题命中 Agent评测 ：agent(title,abstract)；autonomous agent(abstract)；分类 cs.AI、cs.SE

Comments 54-pages

Beyond Accuracy: A Multi-Dimensional Framework for Evaluating Enterprise Agentic AI Systems

Sushant Mehta

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

Randomized Controlled Trials for Phishing Triage Agent

James Bono

机构 * Microsoft Corporation（微软公司） 纠错

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

Automatic Differentiation of Agent-Based Models

Arnau Quera-Bofarull, Nicholas Bishop, Joel Dyer, Daniel Jarne Ornia, Anisoara Calinescu, Doyne Farmer, Michael Wooldridge

机构 * Macrocosm and University of Oxford（宏宇宙与牛津大学） ； University of Oxford（牛津大学） 纠错

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

Comments Rev. 1: Updated references and code availability

Model Editing as a Double-Edged Sword: Steering Agent Ethical Behavior Toward Beneficence or Harm

Baixiang Huang, Zhen Tan, Haoran Wang, Zijie Liu, Dawei Li, Ali Payani, Huan Liu, Tianlong Chen, Kai Shu

专题命中 Agent评测 ：agent(title,abstract)；分类 cs.CL

Comments AAAI 2026 Oral. 14 pages (including appendix), 11 figures. Code, data, results, and additional resources are available at: https://model-editing.github.io

Finite-Agent Stochastic Differential Games on Large Graphs: I. The Linear-Quadratic Case

Ruimeng Hu, Jihao Long, Haosheng Zhou

专题命中 Agent评测 ：agent(title,abstract)

Comments Code available at https://github.com/Haosheng-Zhou/Finite-Agent-Stochastic-Differential-Games-on-Large-Graphs-The-Linear-Quadratic-Case

Journal ref Applied Mathematics & Optimization 92(2), 1--50, 2025

Artificial Intelligence Agents in Music Analysis: An Integrative Perspective Based on Two Use Cases

Antonio Manuel Martínez-Heredia, Dolores Godrid Rodríguez, Andrés Ortiz García

机构 * Dpto. Ingeniería de Comunicaciones, Universidad de Málaga, Campus de Teatinos（通信工程系，马拉加大学，泰蒂诺校区） ； Universidad Rey Juan Carlos（雷乌安卡洛斯大学） 纠错

专题命中 Agent评测 ：agent(abstract)；AI agent(abstract)；multi-agent(abstract)；分类 cs.AI

Comments Extended version of the conference paper presented at SATMUS 2025

FinVet: A Collaborative Framework of RAG and External Fact-Checking Agents for Financial Misinformation Detection

Daniel Berhane Araya, Duoduo Liao

机构 * College of Engineering and Computing（工程与计算学院） ； George Mason University（乔治·马歇尔大学） 纠错

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.CL

CTRL-ALT-DECEIT: Sabotage Evaluations for Automated AI R&D

Francis Rhys Ward, Teun van der Weij, Hanna Gábor, Sam Martin, Raja Mehta Moreno, Harel Lidar, Louis Makower, Thomas Jodrell, Lauren Robson

机构 * LawZero ； Apollo Research ； Imperial College London（帝国理工学院伦敦校区） 纠错

专题命中 Agent评测 ：agent(abstract)；AI agent(abstract)；分类 cs.AI

Comments 53 pages, 21 figures, 8 tables. Accepted as a spotlight at NeurIPS 2025

Can Machines Think Like Humans? A Behavioral Evaluation of LLM Agents in Dictator Games

Ji Ma

机构 * Gradel Institute of Charity, New College, University of Oxford（格拉德学院，牛津大学） 纠错

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

Incremental DRL-Based Resource Management for Dynamic Network Slicing in an Urban-Wide Testbed

Haiyuan Li, Yuelin Liu, Hari Madhukumar, Amin Emami, Xueqing Zhou, Yulei Wu, Xenofon Vasilakos, Shuangyi Yan, Dimitra Simeonidou

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)

Safe-ROS: An Architecture for Autonomous Robots in Safety-Critical Domains

Diana C. Benjumea, Marie Farrell, Louise A. Dennis

机构 * Department of Computer Science The University of Manchester Manchester, UK（计算机科学系曼彻斯特大学曼彻斯特英国） ； University of Manchester Manchester, UK（曼彻斯特大学曼彻斯特英国） 纠错

专题命中 Agent评测 ：agent(abstract)；分类 cs.SE

Comments In Proceedings FMAS 2025, arXiv:2511.13245

Journal ref EPTCS 436, 2025, pp. 48-68

SWE-Sharp-Bench: A Reproducible Benchmark for C# Software Engineering Tasks

Sanket Mhatre, Yasharth Bajpai, Sumit Gulwani, Emerson Murphy-Hill, Gustavo Soares

专题命中 Agent评测 ：agent(abstract)；分类 cs.SE

A Reinforcement Learning Approach for Optimal Control in Microgrids

Davide Salaorni, Federico Bianchi, Francesco Trovò, Marcello Restelli

机构 * Politecnico di Milano（米兰理工大学） ； Ricerca sul Sistema Energetico（能源系统研究） 纠错

专题命中 Agent评测 ：agent(abstract)；分类 cs.LG

Comments 8 pages, accepted to International Joint Conference on Neural Networks 2025

Journal ref 2025 International Joint Conference on Neural Networks (IJCNN)

Autonomous Vehicle Controllers From End-to-End Differentiable Simulation

Asen Nachkov, Danda Pani Paudel, Luc Van Gool

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI

Comments Polished and accepted at IROS 2025

Journal ref 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

TooBadRL: Trigger Optimization to Boost Effectiveness of Backdoor Attacks on Deep Reinforcement Learning

Mingxuan Zhang, Oubo Ma, Kang Wei, Songze Li, Shouling Ji

机构 * Southeast University（东南大学） ； Zhejiang University（浙江大学） 纠错

专题命中 Agent评测 ：agent(abstract)；分类 cs.LG

Polycyclic aromatic hydrocarbons destruction in star-forming regions across 42 nearby galaxies

Oleg V. Egorov, Adam K. Leroy, Karin Sandstrom, Kathryn Kreckel, Dalya Baron, Francesco Belfiore, Ryan Chown, Jessica Sutter, Médéric Boquien, Mar Canal i Saguer, Enrico Congiu, Daniel A. Dale, Evgeniya Egorova, Michael Huber, Jing Li, Thomas G. Williams, Jérémy Chastenet, I-Da Chiang, Ivan Gerasimov, Hamid Hassani, Hwihyun Kim, Hannah Koziol, Janice C. Lee, Rebecca L. McClain, José Eduardo Méndez Delgado, Hsi-An Pan, Debosmita Pathak, Erik Rosolowsky, Sumit K. Sarbadhicary, Eva Schinnerer, David Thilker, Leonardo Ubeda, Tony Weinbeck

专题命中 Agent评测 ：agent(abstract)

Comments 19 pages, 15 figures. Accepted for publication in A&A

Journal ref A&A 703, A103 (2025)

The Impact of Social Attractiveness on Casual Group Formation: Power-Law Group Sizes and Suppressed Percolation

Matheus S. Mariano, José F. Fontanari

专题命中 Agent评测 ：agent(abstract)

Journal ref J. Stat. Mech. (2025) 113405

StyleDrive: Towards Driving-Style Aware Benchmarking of End-To-End Autonomous Driving

Ruiyang Hao, Bowen Jing, Haibao Yu, Zaiqing Nie

机构 * AIR, Tsinghua University（空气动力学研究所，清华大学） ； King’s College London（伦敦国王学院） ； The University of Manchester（曼彻斯特大学） ； The University of Hong Kong（香港大学） 纠错

专题命中 Agent评测 ：agent(abstract)

Comments 25 pages, 7 figures, 5 tables