AI Agent

LLM-FS-Agent: A Deliberative Role-based Large Language Model Architecture for Transparent Feature Selection

Mohamed Bal-Ghaoui, Fayssal Sabri

机构 * R&D Department, Audensiel Conseil（Audensiel Conseil 研发部） ； Ecole Centrale de Lyon（Lyon 工程学院） 纠错

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

Agentic DDQN-Based Scheduling for Licensed and Unlicensed Band Allocation in Sidelink Networks

Po-Heng Chou, Pin-Qi Fu, Walid Saad, Li-Chun Wang

机构 * Department of Electronics and Electrical Engineering（电子与电气工程系） ； Institute of Communications Engineering（通讯工程研究所） ； National Yang Ming Chiao Tung University（阳明交通大学） ； Research Center for Information Technology Innovation（信息技术创新研究中心） ； Academia Sinica（台湾“中央研究院”） ； Bradley Department of Electrical and Computer Engineering（电气与计算机工程系） 纠错

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

Comments 6 pages, 3 figures, accepted by 2025 IEEE Globecom Workshops

Scan-do Attitude: Towards Autonomous CT Protocol Management using a Large Language Model Agent

Xingjian Kang, Linda Vorberg, Andreas Maier, Alexander Katzmann, Oliver Taubmann

机构 * Pattern Recognition Lab, Friedrich-Alexander Universität Erlangen-Nürnberg（模式识别实验室，弗赖堡-艾尔朗根-纽伦堡大学） ； Computed Tomography, Siemens Healthineers（计算机断层扫描，西门子医疗） 纠错

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

Why Are Web AI Agents More Vulnerable Than Standalone LLMs? A Security Analysis

Jeffrey Yang Fan Chiang, Seungjae Lee, Jia-Bin Huang, Furong Huang, Yizheng Chen

机构 * University of Maryland（马里兰大学） 纠错

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

Comments Project website: http://vulnerable-ai-agents.github.io

VisDocSketcher: Towards Scalable Visual Documentation with Agentic Systems

Luís F. Gomes, Xin Zhou, David Lo, Rui Abreu

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Singapore Management University（新加坡管理学院） ； Faculty of Engineering, University of Porto（葡萄牙波尔图大学工程学院） 纠错

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

Agent-to-Agent Theory of Mind: Testing Interlocutor Awareness among Large Language Models

Younwoo Choi, Changling Li, Yongjin Yang, Zhijing Jin

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

Agentic AI in 6G Software Businesses: A Layered Maturity Model

Muhammad Zohaib, Muhammad Azeem Akbar, Sami Hyrynsalmi, Arif Ali Khan

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

Comments 6 pages, 3 figures and FIT'25 Conference

FinSphere, a Real-Time Stock Analysis Agent Powered by Instruction-Tuned LLMs and Domain Tools

Shijie Han, Jingshu Zhang, Yiqing Shen, Kaiyuan Yan, Hongguang Li

机构 * JF SmartInvest Holdings Ltd.（JF SmartInvest控股有限公司） ； Columbia University（哥伦比亚大学） ； Shanghai University of Finance and Economics（上海财经大学） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

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

DABstep: Data Agent Benchmark for Multi-step Reasoning

Alex Egg, Martin Iglesias Goyanes, Friso Kingma, Andreu Mora, Leandro von Werra, Thomas Wolf

机构 * Adyen（阿德耶恩） ； Hugging Face 纠错

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

Comments 13 pages, 5 figures

Querying Large Automotive Software Models: Agentic vs. Direct LLM Approaches

Lukasz Mazur, Nenad Petrovic, James Pontes Miranda, Ansgar Radermacher, Robert Rasche, Alois Knoll

机构 * Technical University of Munich（慕尼黑技术大学） ； Tensor embedded GmbH（Tensor嵌入 GmbH） 纠错

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

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey

Jiachen Zhu, Menghui Zhu, Renting Rui, Rong Shan, Congmin Zheng, Bo Chen, Yunjia Xi, Jianghao Lin, Weiwen Liu, Ruiming Tang, Yong Yu, Weinan Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

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

Your Agent Can Defend Itself against Backdoor Attacks

Li Changjiang, Liang Jiacheng, Cao Bochuan, Chen Jinghui, Wang Ting

机构 * Stony Brook University（石溪大学） ； Penn State University（宾夕法尼亚州立大学） 纠错

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

Social Cooperation in Conversational AI Agents

Mustafa Mert Çelikok, Saptarashmi Bandyopadhyay, Robert Loftin

机构 * Department of Intelligent Systems（智能系统系） ； Delft University of Technology（代尔夫特理工大学） ； Department of Computer Science（计算机科学系） ； University of Maryland College Park（马里兰大学学院市分校） ； School of Computer Science（计算机科学学院） ； University of Sheffield（谢菲尔德大学） 纠错

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

Comments 4 pages, RLDM 2025 abstract (Spotlight presentation)

GitGoodBench: A Novel Benchmark For Evaluating Agentic Performance On Git

Tobias Lindenbauer, Egor Bogomolov, Yaroslav Zharov

机构 * JetBrains Research（JetBrains研究院） ； School of Computation, Information and Technology, Technical University of Munich（技术大学慕尼黑计算、信息与技术学院） 纠错

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

Comments Short Paper, 5 pages

Towards Interpretable Radiology Report Generation via Concept Bottlenecks using a Multi-Agentic RAG

Hasan Md Tusfiqur Alam, Devansh Srivastav, Md Abdul Kadir, Daniel Sonntag

机构 * German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心（DFKI）） ； University of Oldenburg（奥尔登堡大学） 纠错

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

Comments Accepted in the 47th European Conference for Information Retrieval (ECIR) 2025

Journal ref Lecture Notes in Computer Science (LNCS) 2025, Volume 15574

Forecasting Frontier Language Model Agent Capabilities

Govind Pimpale, Axel Højmark, Jérémy Scheurer, Marius Hobbhahn

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

A Survey on Large Language Model based Autonomous Agents

Lei Wang, Chen Ma, Xueyang Feng, Zeyu Zhang, Hao Yang, Jingsen Zhang, Zhiyuan Chen, Jiakai Tang, Xu Chen, Yankai Lin, Wayne Xin Zhao, Zhewei Wei, Ji-Rong Wen

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

Comments Correcting several typos, 35 pages, 5 figures, 3 tables

Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems

Hao Peng, Yunjia Qi, Xiaozhi Wang, Zijun Yao, Bin Xu, Lei Hou, Juanzi Li

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

Comments 16 pages, 5 figures

Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents

Patrick Tser Jern Kon, Jiachen Liu, Qiuyi Ding, Yiming Qiu, Zhenning Yang, Yibo Huang, Jayanth Srinivasa, Myungjin Lee, Mosharaf Chowdhury, Ang Chen

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

Comments 21 pages

Aligning AI Agents via Information-Directed Sampling

Hong Jun Jeon, Benjamin Van Roy

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

DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models

Yiming Huang, Jianwen Luo, Yan Yu, Yitong Zhang, Fangyu Lei, Yifan Wei, Shizhu He, Lifu Huang, Xiao Liu, Jun Zhao, Kang Liu

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

Comments EMNLP 2024

MarsCode Agent: AI-native Automated Bug Fixing

Yizhou Liu, Pengfei Gao, Xinchen Wang, Jie Liu, Yexuan Shi, Zhao Zhang, Chao Peng

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

Comments Yizhou Liu and Pengfei Gao contributed equally and the order is determined by rolling the dice. Chao Peng is the corresponding author

Athena: Safe Autonomous Agents with Verbal Contrastive Learning

Tanmana Sadhu, Ali Pesaranghader, Yanan Chen, Dong Hoon Yi

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

Comments 9 pages, 2 figures, 4 tables

AI Agents That Matter

Sayash Kapoor, Benedikt Stroebl, Zachary S. Siegel, Nitya Nadgir, Arvind Narayanan

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

$τ$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Shunyu Yao, Noah Shinn, Pedram Razavi, Karthik Narasimhan

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

An Interactive Agent Foundation Model

Zane Durante, Bidipta Sarkar, Ran Gong, Rohan Taori, Yusuke Noda, Paul Tang, Ehsan Adeli, Shrinidhi Kowshika Lakshmikanth, Kevin Schulman, Arnold Milstein, Demetri Terzopoulos, Ade Famoti, Noboru Kuno, Ashley Llorens, Hoi Vo, Katsu Ikeuchi, Li Fei-Fei, Jianfeng Gao, Naoki Wake, Qiuyuan Huang

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

Towards a RAG-based Summarization Agent for the Electron-Ion Collider

Karthik Suresh, Neeltje Kackar, Luke Schleck, Cristiano Fanelli

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

Comments updated title to have no latex formatting and added acknowledgements

Task-agnostic Decision Transformer for Multi-type Agent Control with Federated Split Training

Zhiyuan Wang, Bokui Chen, Xiaoyang Qu, Zhenhou Hong, Jing Xiao, Jianzong Wang

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

Comments Accepted by the 2024 International Joint Conference on Neural Networks (IJCNN 2024)

Voice2Action: Language Models as Agent for Efficient Real-Time Interaction in Virtual Reality

Yang Su

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

Uncertainty Quantification for Competency Assessment of Autonomous Agents

Aastha Acharya, Rebecca Russell, Nisar R. Ahmed

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

Comments Accepted at the Workshop on Safe and Reliable Robot Autonomy under Uncertainty at ICRA 2022, Philadelphia, USA