AI Agent - arXivDaily 专题

2509.19136 2025-10-02 cs.SE cs.AI 62%

On the Soundness and Consistency of LLM Agents for Executing Test Cases Written in Natural Language

Sébastien Salva, Redha Taguelmimt

机构 * LIMOS - UMR CNRS 6158, Clermont Auvergne University, UCA, Aubière, France（克莱蒙特奥弗涅大学）； Department of Computing, Main University, MySecondTown, MyCountry（计算机系，主大学）

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

2509.25248 2025-10-01 cs.SE cs.AI cs.PL 62%

BuildBench: Benchmarking LLM Agents on Compiling Real-World Open-Source Software

Zehua Zhang, Ati Priya Bajaj, Divij Handa, Siyu Liu, Arvind S Raj, Hongkai Chen, Hulin Wang, Yibo Liu, Zion Leonahenahe Basque, Souradip Nath, Vishal Juneja, Nikhil Chapre, Yan Shoshitaishvili, Adam Doupé, Chitta Baral, Ruoyu Wang

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

2509.25238 2025-10-01 cs.LG cs.AI 62%

PALADIN: Self-Correcting Language Model Agents to Cure Tool-Failure Cases

Sri Vatsa Vuddanti, Aarav Shah, Satwik Kumar Chittiprolu, Tony Song, Sunishchal Dev, Kevin Zhu, Maheep Chaudhary

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

2407.11843 2025-10-01 cs.CL cs.AI 62%

Preemptive Detection and Correction of Misaligned Actions in LLM Agents

Haishuo Fang, Xiaodan Zhu, Iryna Gurevych

机构 * Ubiquitous Knowledge Processing Lab, Department of Computer Science, TU Darmstadt（图宾根大学计算机科学系）； National Research Center for Applied Cybersecurity ATHENE, Germany（德国应用网络安全国家研究中心ATHENE）； Department of Electrical and Computer Engineering & Ingenuity Labs Research Institute, Queen’s University, Canada（加拿大女王大学电气与计算机工程系及创新实验室研究院）

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

Comments Accepted by EMNLP 2025

2509.24927 2025-09-30 cs.AI cs.RO cs.SE 62%

When Autonomous Vehicle Meets V2X Cooperative Perception: How Far Are We?

An Guo, Shuoxiao Zhang, Enyi Tang, Xinyu Gao, Haomin Pang, Haoxiang Tian, Yanzhou Mu, Wu Wen, Chunrong Fang, Zhenyu Chen

机构 * Guangzhou University（广州大学）； Nanyang Technological University（南洋理工大学）； Shenzhen Research Institute of Nanjing University（南京大学深圳研究院）

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

Comments The paper has been accepted by the 40th IEEE/ACM International Conference on Automated Software Engineering, ASE 2025

Journal ref Proceedings of the 40th IEEE/ACM International Conference on Automated Software Engineering.2025

2509.24527 2025-09-30 cs.AI cs.LG cs.RO stat.ML 62%

Training Agents Inside of Scalable World Models

Danijar Hafner, Wilson Yan, Timothy Lillicrap

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

Comments Website: https://danijar.com/dreamer4/

2509.24389 2025-09-30 cs.CL cs.AI 62%

LLaDA-MoE: A Sparse MoE Diffusion Language Model

Fengqi Zhu, Zebin You, Yipeng Xing, Zenan Huang, Lin Liu, Yihong Zhuang, Guoshan Lu, Kangyu Wang, Xudong Wang, Lanning Wei, Hongrui Guo, Jiaqi Hu, Wentao Ye, Tieyuan Chen, Chenchen Li, Chengfu Tang, Haibo Feng, Jun Hu, Jun Zhou, Xiaolu Zhang, Zhenzhong Lan, Junbo Zhao, Da Zheng, Chongxuan Li, Jianguo Li, Ji-Rong Wen

机构 * Renmin University of China（中国人民大学）； Ant Group（蚂蚁集团）； Shanghai Jiao Tong University（上海交通大学）； Zhejiang University（浙江大学）

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

2509.23992 2025-09-30 cs.LG cs.AI 62%

Guide: Generalized-Prior and Data Encoders for DAG Estimation

Amartya Roy, Devharish N, Shreya Ganguly, Kripabandhu Ghosh

机构 * SIRE, Indian Institute of Technology Delhi（印度理工学院德里学院）； Robert Bosch GmbH（罗伯特·博世有限公司）； Indian Institute of Science Education and Research, Kolkata（印度科学教育与研究学院，科拉卡特）

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

2509.13341 2025-09-30 cs.AI cs.LG 62%

Imagined Autocurricula

Ahmet H. Güzel, Matthew Thomas Jackson, Jarek Luca Liesen, Tim Rocktäschel, Jakob Nicolaus Foerster, Ilija Bogunovic, Jack Parker-Holder

机构 * University College London AI Centre（伦敦大学学院人工智能中心）； University of Oxford（牛津大学）

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

2509.22704 2025-09-30 cs.DC cs.AI cs.SE 62%

Intelligent Load Balancing in Cloud Computer Systems

Leszek Sliwko

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

Comments A thesis submitted in partial fulfilment of the requirements of the University of Westminster for the degree of Doctor of Philosophy

2506.10171 2025-09-30 cs.CR cs.AI cs.CL 62%

Beyond Jailbreaking: Auditing Contextual Privacy in LLM Agents

Saswat Das, Jameson Sandler, Ferdinando Fioretto

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

2509.22565 2025-09-29 cs.CL cs.AI cs.IR 62%

Retrieval-Augmented Guardrails for AI-Drafted Patient-Portal Messages: Error Taxonomy Construction and Large-Scale Evaluation

Wenyuan Chen, Fateme Nateghi Haredasht, Kameron C. Black, Francois Grolleau, Emily Alsentzer, Jonathan H. Chen, Stephen P. Ma

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

2406.13144 2025-09-29 cs.CL cs.AI 62%

DialSim: A Dialogue Simulator for Evaluating Long-Term Multi-Party Dialogue Understanding of Conversational Agents

Jiho Kim, Woosog Chay, Hyeonji Hwang, Daeun Kyung, Hyunseung Chung, Eunbyeol Cho, Yeonsu Kwon, Yohan Jo, Edward Choi

机构 * KAIST（韩国科学技术院）； SNU（釜山大学）

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

2509.21126 2025-09-26 cs.LG cs.AI 62%

Teaching RL Agents to Act Better: VLM as Action Advisor for Online Reinforcement Learning

Xiefeng Wu, Jing Zhao, Shu Zhang, Mingyu Hu

机构 * Wuhan University（武汉大学）

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

2509.19460 2025-09-25 cs.RO cs.AI cs.LG 62%

Self-evolved Imitation Learning in Simulated World

Yifan Ye, Jun Cen, Jing Chen, Zhihe Lu

机构 * College of Science and Engineering, Hamad Bin Khalifa University（1 科学与工程学院，哈马德·本·卡西姆大学）； College of Computer Science and Technology, Zhejiang University（2 计算机科学与技术学院，浙江大学）； Guangdong Provincial Key Laboratory of Sensing Physics and System Integration Applications（4 广东省传感物理与系统集成应用重点实验室）

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

2508.00742 2025-09-23 cs.CL cs.LG 62%

Applying Psychometrics to Large Language Model Simulated Populations: Recreating the HEXACO Personality Inventory Experiment with Generative Agents

Sarah Mercer, Daniel P. Martin, Phil Swatton

机构 * The Alan Turing Institute（艾伦·图灵研究所）

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

2509.16325 2025-09-23 cs.CL cs.AI cs.HC 62%

Overhearing LLM Agents: A Survey, Taxonomy, and Roadmap

Andrew Zhu, Chris Callison-Burch

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

Comments 8 pages, 1 figure

2508.11759 2025-09-22 cs.RO cs.AI cs.CL 62%

Using Natural Language for Human-Robot Collaboration in the Real World

Peter Lindes, Kaoutar Skiker

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

Comments 34 pages, 11 figures, 5 tables. Submitted for publication (2026) in W.F. Lawless, Ranjeev Mittu, Shannon P. McGrarry, & Marco Brambilla (Eds.), Generative AI Risks and Benefits within Human-Machine Teams, Elsevier, Chapter 6

2508.17600 2025-09-18 cs.RO cs.AI cs.CV cs.LG 62%

GWM: Towards Scalable Gaussian World Models for Robotic Manipulation

Guanxing Lu, Baoxiong Jia, Puhao Li, Yixin Chen, Ziwei Wang, Yansong Tang, Siyuan Huang

机构 * Tsinghua University（清华大学）； State Key Laboratory of General Artificial Intelligence, BIGAI（通用人工智能国家重点实验室，BIGAI）； School of Electrical and Electronic Engineering, Nanyang Technological University（南洋理工大学电子与电气工程学院）

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

Comments Published at ICCV 2025. Project page: https://gaussian-world-model.github.io/

2509.13160 2025-09-17 cs.LG cs.AI 62%

FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning

Liang Hu, Jianpeng Jiao, Jiashuo Liu, Yanle Ren, Zhoufutu Wen, Kaiyuan Zhang, Xuanliang Zhang, Xiang Gao, Tianci He, Fei Hu, Yali Liao, Zaiyuan Wang, Chenghao Yang, Qianyu Yang, Mingren Yin, Zhiyuan Zeng, Ge Zhang, Xinyi Zhang, Xiying Zhao, Zhenwei Zhu, Hongseok Namkoong, Wenhao Huang, Yuwen Tang

机构 * Columbia Business School（哥伦比亚商学院）

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

Comments 29 pages

2509.12026 2025-09-16 cs.LG cs.AI 62%

Imitation Learning as Return Distribution Matching

Filippo Lazzati, Alberto Maria Metelli

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

2509.10526 2025-09-16 cs.LG cs.AI 62%

Resource-Aware Neural Network Pruning Using Graph-based Reinforcement Learning

Dieter Balemans, Thomas Huybrechts, Jan Steckel, Siegfried Mercelis

机构 * IDLab - Faculty of Applied Engineering, University of Antwerp - imec（IDLab - 工程学院，安特卫普大学 - imec）； CoSysLab - Faculty of Applied Engineering, University of Antwerp（CoSysLab - 工程学院，安特卫普大学）； Flanders Make Strategic Research Centre（弗拉芒制造战略研究中心）

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

2408.13630 2025-09-12 cs.MA cs.AI cs.GT cs.LG econ.GN q-fin.EC 62%

DeepVoting: Learning and Fine-Tuning Voting Rules with Canonical Embeddings

Leonardo Matone, Ben Abramowitz, Ben Armstrong, Avinash Balakrishnan, Nicholas Mattei

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

2401.11792 2025-09-11 cs.RO cs.AI cs.LG 62%

Efficient and Generalized end-to-end Autonomous Driving System with Latent Deep Reinforcement Learning and Demonstrations

Zuojin Tang, Xiaoyu Chen, Yongqiang Li, Jianyu Chen

机构 * Shanghai Qizhi Institute（上海启智研究所）； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院）； Institute for Interdisciplinary Information Sciences, Tsinghua University（清华大学交叉信息学院）； Mogo Auto Intelligence and Telematics Information Technology Co., Ltd（摩戈智能与 telemetry 信息技术有限公司）

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

Comments Accepted by ECML PKDD 2025 (Research Track)

2509.07019 2025-09-10 cs.LG cs.AI 62%

An efficient deep reinforcement learning environment for flexible job-shop scheduling

Xinquan Wu, Xuefeng Yan, Mingqiang Wei, Donghai Guan

机构 * College of Computer Science and Technology（计算机科学与技术学院）； Nanjing University of Aeronautics and astronautics（南京航空航天大学）

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

2406.06464 2025-09-09 cs.AI cs.CL 62%

Transforming Wearable Data into Personal Health Insights using Large Language Model Agents

Mike A. Merrill, Akshay Paruchuri, Naghmeh Rezaei, Geza Kovacs, Javier Perez, Yun Liu, Erik Schenck, Nova Hammerquist, Jake Sunshine, Shyam Tailor, Kumar Ayush, Hao-Wei Su, Qian He, Cory Y. McLean, Mark Malhotra, Shwetak Patel, Jiening Zhan, Tim Althoff, Daniel McDuff, Xin Liu

机构 * Google Research（谷歌研究）

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

Comments 53 pages, 7 main figures, 2 main tables, accepted to Nature Communications

2509.05475 2025-09-09 cs.RO cs.AI cs.LG 62%

Learning Tool-Aware Adaptive Compliant Control for Autonomous Regolith Excavation

Andrej Orsula, Matthieu Geist, Miguel Olivares-Mendez, Carol Martinez

机构 * University of Luxembourg（卢森堡大学）； Earth Species Project（地球物种项目）

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

Comments The source code is available at https://github.com/AndrejOrsula/space_robotics_bench

2508.11987 2025-09-08 cs.AI cs.LG 62%

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Zhiyuan Zeng, Jiashuo Liu, Siyuan Chen, Tianci He, Yali Liao, Yixiao Tian, Jinpeng Wang, Zaiyuan Wang, Yang Yang, Lingyue Yin, Mingren Yin, Zhenwei Zhu, Tianle Cai, Zehui Chen, Jiecao Chen, Yantao Du, Xiang Gao, Jiacheng Guo, Liang Hu, Jianpeng Jiao, Xiangsheng Li, Jingkai Liu, Shuang Ni, Zhoufutu Wen, Ge Zhang, Kaiyuan Zhang, Xin Zhou, Jose Blanchet, Xipeng Qiu, Mengdi Wang, Wenhao Huang

机构 * Fudan University（复旦大学）； Stanford University（斯坦福大学）； Princeton University（普林斯顿大学）

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

Comments Technical report, 51 pages. Update the results

2509.04465 2025-09-08 cs.CL cs.AI 62%

Emotionally-Aware Agents for Dispute Resolution

Sushrita Rakshit, James Hale, Kushal Chawla, Jeanne M. Brett, Jonathan Gratch

机构 * University of Michigan（密歇根大学）； University of Southern California（南加州大学）； Northwestern University（西北大学）

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

2509.03780 2025-09-05 math.PR cs.AI cs.IT cs.LG math.IT 62%

Natural Latents: Latent Variables Stable Across Ontologies

John Wentworth, David Lorell

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

1. Agent评测 15756 篇

On the Soundness and Consistency of LLM Agents for Executing Test Cases Written in Natural Language

BuildBench: Benchmarking LLM Agents on Compiling Real-World Open-Source Software

PALADIN: Self-Correcting Language Model Agents to Cure Tool-Failure Cases

Preemptive Detection and Correction of Misaligned Actions in LLM Agents

When Autonomous Vehicle Meets V2X Cooperative Perception: How Far Are We?

Training Agents Inside of Scalable World Models

LLaDA-MoE: A Sparse MoE Diffusion Language Model

Guide: Generalized-Prior and Data Encoders for DAG Estimation

Imagined Autocurricula

Intelligent Load Balancing in Cloud Computer Systems

Beyond Jailbreaking: Auditing Contextual Privacy in LLM Agents

Retrieval-Augmented Guardrails for AI-Drafted Patient-Portal Messages: Error Taxonomy Construction and Large-Scale Evaluation

DialSim: A Dialogue Simulator for Evaluating Long-Term Multi-Party Dialogue Understanding of Conversational Agents

Teaching RL Agents to Act Better: VLM as Action Advisor for Online Reinforcement Learning

Self-evolved Imitation Learning in Simulated World

Applying Psychometrics to Large Language Model Simulated Populations: Recreating the HEXACO Personality Inventory Experiment with Generative Agents

Overhearing LLM Agents: A Survey, Taxonomy, and Roadmap

Using Natural Language for Human-Robot Collaboration in the Real World

GWM: Towards Scalable Gaussian World Models for Robotic Manipulation

FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning

Imitation Learning as Return Distribution Matching

Resource-Aware Neural Network Pruning Using Graph-based Reinforcement Learning

DeepVoting: Learning and Fine-Tuning Voting Rules with Canonical Embeddings

Efficient and Generalized end-to-end Autonomous Driving System with Latent Deep Reinforcement Learning and Demonstrations

An efficient deep reinforcement learning environment for flexible job-shop scheduling

Transforming Wearable Data into Personal Health Insights using Large Language Model Agents

Learning Tool-Aware Adaptive Compliant Control for Autonomous Regolith Excavation

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Emotionally-Aware Agents for Dispute Resolution

Natural Latents: Latent Variables Stable Across Ontologies