AI Agent

Embeddings to Diagnosis: Latent Fragility under Agentic Perturbations in Clinical LLMs

Raj Krishnan Vijayaraj

机构 * Independent Researcher（独立研究者） 纠错

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

SciToolAgent: A Knowledge Graph-Driven Scientific Agent for Multi-Tool Integration

Keyan Ding, Jing Yu, Junjie Huang, Yuchen Yang, Qiang Zhang, Huajun Chen

机构 * College of Computer Science and Technology（计算机科学与技术学院） ； Zhejiang University（浙江大学） ； Zhejiang Key Laboratory of Intelligent Manufacturing for Functional Chemicals（功能化学品智能制造重点实验室） ； ZJU-Hangzhou Global Scientific and Technological Innovation Center（浙大杭州国际科学技术创新中心） ； ZJU-UIUC Institute（浙大UIUC研究院） ； The Polytechnic Institute（技术学院） ； State Key Laboratory of Ocean Sensing（海洋感知国家重点实验室） 纠错

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

Comments 21 pages, 6 figures

Large Language Model Agent for Structural Drawing Generation Using ReAct Prompt Engineering and Retrieval Augmented Generation

Xin Zhang, Lissette Iturburu, Juan Nicolas Villamizar, Xiaoyu Liu, Manuel Salmeron, Shirley J. Dyke, Julio Ramirez

机构 * Lyles School of Civil and Construction Engineering（莱尔斯土木与建设工程学院） ； Purdue University（普渡大学） ； School of Mechanical Engineering（机械工程学院） 纠错

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

Truth Sleuth and Trend Bender: AI Agents to fact-check YouTube videos and influence opinions

Cécile Logé, Rehan Ghori

机构 * Department of Computer Science Stanford University（计算机科学系 斯坦福大学） 纠错

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

Evaluating LLM Agent Adherence to Hierarchical Safety Principles: A Lightweight Benchmark for Probing Foundational Controllability Components

Ram Potham

机构 * Independent Researcher（独立研究者） 纠错

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

Comments Preprint. This work has been submitted to the Technical AI Governance Workshop at ICML 2025 for review

Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models

Riya Naik, Ashwin Srinivasan, Swati Agarwal, Estrid He

机构 * BITS Pilani, K K Birla Goa Campus（比特学院，KK Birla Goa校区） ； PandaByte Innovations Pvt Ltd（PandaByte创新私人有限公司） ； RMIT University（皇家墨尔本理工学院） 纠错

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

Comments 14 pages. arXiv admin note: text overlap with arXiv:2503.17936

A Large Language Model-Empowered Agent for Reliable and Robust Structural Analysis

Jiachen Liu, Ziheng Geng, Ran Cao, Lu Cheng, Paolo Bocchini, Minghui Cheng

机构 * Department of Electrical and Computer Engineering, University of Miami（迈阿密大学电气与计算机工程系） ； Department of Civil and Architectural Engineering, University of Miami（迈阿密大学土木与建筑工程系） ； College of Civil Engineering, Hunan University（湖南大学土木学院） ； Department of Computer Science, University of Illinois Chicago（伊利诺伊大学芝加哥分校计算机科学系） ； Center for Catastrophe Modeling and Resilience, Lehigh University（莱斯大学灾难建模与韧性中心） ； School of Architecture, University of Miami（迈阿密大学建筑学院） 纠错

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

ChemMiner: A Large Language Model Agent System for Chemical Literature Data Mining

Kexin Chen, Yuyang Du, Junyou Li, Hanqun Cao, Menghao Guo, Xilin Dang, Lanqing Li, Jiezhong Qiu, Pheng Ann Heng, Guangyong Chen

机构 * The Chinese University of Hong Kong, New Territories, Hong Kong SAR（香港中文大学） ； Zhejiang Lab, Zhejiang University, Hangzhou, China（浙江大学杭州实验室） ； Hangzhou Institute of Medicine, Chinese Academy of Sciences, Hangzhou, China（中国科学院杭州医学研究所） 纠错

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

CitySim: Modeling Urban Behaviors and City Dynamics with Large-Scale LLM-Driven Agent Simulation

Nicolas Bougie, Narimasa Watanabe

机构 * Woven by Toyota（丰田织造） 纠错

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

GeAR: Graph-enhanced Agent for Retrieval-augmented Generation

Zhili Shen, Chenxin Diao, Pavlos Vougiouklis, Pascual Merita, Shriram Piramanayagam, Enting Chen, Damien Graux, Andre Melo, Ruofei Lai, Zeren Jiang, Zhongyang Li, YE QI, Yang Ren, Dandan Tu, Jeff Z. Pan

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

Comments ACL 2025 Findings

We Should Identify and Mitigate Third-Party Safety Risks in MCP-Powered Agent Systems

Junfeng Fang, Zijun Yao, Ruipeng Wang, Haokai Ma, Xiang Wang, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学） ； University of Science and Technology of China（中国科学技术大学） 纠错

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

Large Language Model-Powered Conversational Agent Delivering Problem-Solving Therapy (PST) for Family Caregivers: Enhancing Empathy and Therapeutic Alliance Using In-Context Learning

Liying Wang, Ph. D., Daffodil Carrington, M. S., Daniil Filienko, M. S., Caroline El Jazmi, M. S., Serena Jinchen Xie, M. S., Martine De Cock, Ph. D., Sarah Iribarren, Ph. D., Weichao Yuwen, Ph. D

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

MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential Diagnosis

Daniel Rose, Chia-Chien Hung, Marco Lepri, Israa Alqassem, Kiril Gashteovski, Carolin Lawrence

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

Comments ACL 2025 (main)

Inter(sectional) Alia(s): Ambiguity in Voice Agent Identity via Intersectional Japanese Self-Referents

Takao Fujii, Katie Seaborn, Madeleine Steeds, Jun Kato

机构 * Institute of Science（科学研究所） ； University College Dublin（都柏林大学学院） ； AIST 纠错

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

Comments CHI '25

Journal ref ACM CHI 2025

Understanding Inequality of LLM Fact-Checking over Geographic Regions with Agent and Retrieval models

Bruno Coelho, Shujaat Mirza, Yuyuan Cui, Christina Pöpper, Damon McCoy

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

OSS-UAgent: An Agent-based Usability Evaluation Framework for Open Source Software

Lingkai Meng, Yu Shao, Long Yuan, Longbin Lai, Peng Cheng, Wenyuan Yu, Wenjie Zhang, Xuemin Lin, Jingren Zhou

机构 * Shanghai Jiao Tong University（上海交通大学） ； East China Normal University（华东师范大学） ； Wuhan University of Technology（武汉理工大学） ； Alibaba Group（阿里巴巴集团） ； Tongji University（同济大学） ； University of New South Wales（新南威尔士大学） 纠错

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

O$^2$-Searcher: A Searching-based Agent Model for Open-Domain Open-Ended Question Answering

Jianbiao Mei, Tao Hu, Daocheng Fu, Licheng Wen, Xuemeng Yang, Rong Wu, Pinlong Cai, Xinyu Cai, Xing Gao, Yu Yang, Chengjun Xie, Botian Shi, Yong Liu, Yu Qiao

机构 * Zhejiang University（浙江大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Science and Technology of China（中国科学技术大学） ； Fudan University（复旦大学） ； State Key Laboratory of Industrial Control Technology（工业控制技术国家重点实验室） 纠错

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

Comments 25 pages, 9 figures

Provably Efficient Algorithm for Best Scoring Rule Identification in Online Principal-Agent Information Acquisition

Zichen Wang, Chuanhao Li, Huazheng Wang

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

Comments ICML 2025

AGENTIF: Benchmarking Instruction Following of Large Language Models in Agentic Scenarios

Yunjia Qi, Hao Peng, Xiaozhi Wang, Amy Xin, Youfeng Liu, Bin Xu, Lei Hou, Juanzi Li

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

Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Models

Bang Zhang, Ruotian Ma, Qingxuan Jiang, Peisong Wang, Jiaqi Chen, Zheng Xie, Xingyu Chen, Yue Wang, Fanghua Ye, Jian Li, Yifan Yang, Zhaopeng Tu, Xiaolong Li

机构 * Tencent（腾讯） 纠错

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

Comments code: https://github.com/Tencent/digitalhuman/tree/main/SAGE

An Agent-Based Modeling Approach to Free-Text Keyboard Dynamics for Continuous Authentication

Roberto Dillon, Arushi

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

Comments 16 pages, 5 figures, 12 tables

How Social is It? A Benchmark for LLMs' Capabilities in Multi-user Multi-turn Social Agent Tasks

Yusen Wu, Junwu Xiong, Xiaotie Deng

机构 * School of Computer Science, Peking University（北京大学计算机学院） ； Ant Group Co., Ltd（蚂蚁集团有限公司） 纠错

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

You Name It, I Run It: An LLM Agent to Execute Tests of Arbitrary Projects

Islem Bouzenia, Michael Pradel

机构 * University of Stuttgart（斯图加特大学） 纠错

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

Comments PUBLISHED AT ISSTA 2025

Journal ref ISSTA 2025

Large Language Model Sentinel: LLM Agent for Adversarial Purification

Guang Lin, Toshihisa Tanaka, Qibin Zhao

机构 * Tokyo University of Agriculture and Technology（东京农业大学） ； RIKEN Center for Advanced Intelligence Project（日本理化学研究院先进智能项目中心） 纠错

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

VeriMind: Agentic LLM for Automated Verilog Generation with a Novel Evaluation Metric

Bardia Nadimi, Ghali Omar Boutaib, Hao Zheng

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

Enhancing Player Enjoyment with a Two-Tier DRL and LLM-Based Agent System for Fighting Games

Shouren Wang, Zehua Jiang, Fernando Sliva, Sam Earle, Julian Togelius

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

Comments 15 pages, 8 figures. Submitted to a peer-reviewed conference, under review

Agent-Arena: A General Framework for Evaluating Control Algorithms

Halid Abdulrahim Kadi, Kasim Terzić

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

Comments 20 pages and 1 figure

GenoTEX: An LLM Agent Benchmark for Automated Gene Expression Data Analysis

Haoyang Liu, Shuyu Chen, Ye Zhang, Haohan Wang

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

Comments 31 pages, 4 figures

Agent-Based Modeling and Deep Neural Networks for Establishing Digital Twins of Secure Facilities under Sensing Restrictions

Chathika Gunaratne, Mason Stott, Debraj De, Gautam Malviya Thakur, Chris Young

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

Comments This paper has been already published in the 2024 Interservice/Industry Training, Simulation, and Education Conference (I/ITSEC'24): https://www.iitsec.org/-/media/sites/iitsec/agenda/2024/iitsec2024program3professionaldevelopment112124.pdf The authors have obtained permission from I/ITSEC'24 organizers to release this paper on arXiv. Appropriate licensing is also applied

Improving Interactive Diagnostic Ability of a Large Language Model Agent Through Clinical Experience Learning

Zhoujian Sun, Ziyi Liu, Cheng Luo, Jiebin Chu, Zhengxing Huang

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

Comments 30 pages