AI Agent - arXivDaily 专题

2505.04649 2025-11-18 cs.CL 79%

FRAME: Feedback-Refined Agent Methodology for Enhancing Medical Research Insights

Chengzhang Yu, Yiming Zhang, Zhixin Liu, Zenghui Ding, Yining Sun, Zhanpeng Jin

机构 * South China University of Technology（南方科技大学）； HFIPS, Chinese Academy of Sciences（中国科学院HFIPS）； University of Science and Technology of China（中国科学技术大学）； The Third Affiliated Hospital of SuYat-sen University（孙逸德大学第三附属医院）

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

Comments 12 pages, 4 figures, 5 table

2511.11628 2025-11-18 cs.DC cs.AI 79%

Mixture-of-Schedulers: An Adaptive Scheduling Agent as a Learned Router for Expert Policies

Xinbo Wang, Shian Jia, Ziyang Huang, Jing Cao, Mingli Song

机构 * Zhejiang University（浙江大学）； HangZhou City University（杭州市大学）

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

2503.16711 2025-11-14 cs.RO cs.CV cs.LG 79%

Depth Matters: Multimodal RGB-D Perception for Robust Autonomous Agents

Mihaela-Larisa Clement, Mónika Farsang, Felix Resch, Mihai-Teodor Stanusoiu, Radu Grosu

机构 * CPS, Technische Universität Wien (TU Wien)（CPS，维也纳技术大学）

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

2511.08487 2025-11-12 cs.MA cs.CL 79%

How Brittle is Agent Safety? Rethinking Agent Risk under Intent Concealment and Task Complexity

Zihan Ma, Dongsheng Zhu, Shudong Liu, Taolin Zhang, Junnan Liu, Qingqiu Li, Minnan Luo, Songyang Zhang, Kai Chen

机构 * School of Computer Science and Technology Xi’an Jiaotong University China（西安交通大学计算机科学与技术学院）； Shanghai AI Laboratory（上海人工智能实验室）； MOE KLINNS Lab Xi’an Jiaotong University China（西安交通大学教育部KLINNS实验室）

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

2511.05977 2025-11-11 cs.AI cs.LO cs.MA 79%

An Epistemic Perspective on Agent Awareness

Pavel Naumov, Alexandra Pavlova

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

Comments Fortieth AAAI Conference on Artificial Intelligence (AAAI-26)

2507.05639 2025-11-11 cs.CL 79%

ECom-Bench: Can LLM Agent Resolve Real-World E-commerce Customer Support Issues?

Haoxin Wang, Xianhan Peng, Xucheng Huang, Yizhe Huang, Ming Gong, Chenghan Yang, Yang Liu, Ling Jiang

机构 * Xiaoduo AI Lab（小多人工智能实验室）； Shanghai Jiao Tong University（上海交通大学）

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

Comments Accepted as a main conference paper at EMNLP 2025

2511.02919 2025-11-06 cs.CL 79%

Cache Mechanism for Agent RAG Systems

Shuhang Lin, Zhencan Peng, Lingyao Li, Xiao Lin, Xi Zhu, Yongfeng Zhang

机构 * Rutgers University（新泽西州立大学）； University of South Florida（佛罗里达州立大学）； University of Illinois Urbana–Champaign（伊利诺伊大学厄巴纳-香槟分校）

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

2504.20462 2025-11-06 cs.AI 79%

TAMO: Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data in Cloud-Native Systems

Xiao Zhang, Qi Wang, Mingyi Li, Yuan Yuan, Mengbai Xiao, Fuzhen Zhuang, Dongxiao Yu

机构 * School of Computer Science and Technology, Shandong University（山东大学计算机科学与技术学院）； Institute of Artificial Intelligence, Beihang University（北京航空航天大学人工智能研究院）

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

2511.01415 2025-11-04 cs.AI 79%

Modulation of temporal decision-making in a deep reinforcement learning agent under the dual-task paradigm

Amrapali Pednekar, Álvaro Garrido-Pérez, Yara Khaluf, Pieter Simoens

机构 * Department of Information Technology（信息科技系）； IDLab, Ghent University - imec（IDLab，根特大学 - imec）； Department of Social Sciences（社会科学系）； Wageningen University and Research（瓦赫宁根大学和研究中心）

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

Comments Accepted at CogInterp workshop @ NeurIPS 2025

2505.18829 2025-11-04 cs.AI cs.HC cs.OS 79%

LiteCUA: Computer as MCP Server for Computer-Use Agent on AIOS

Kai Mei, Xi Zhu, Hang Gao, Shuhang Lin, Yongfeng Zhang

机构 * Rutgers University（罗格斯大学）

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

2510.27016 2025-11-03 cs.CL 79%

Semantically-Aware LLM Agent to Enhance Privacy in Conversational AI Services

Jayden Serenari, Stephen Lee

机构 * Department of Computer Science University of Pittsburgh Pittsburgh, Pennsylvania, USA（计算机科学系纽约大学伯利恒，宾夕法尼亚州，美国）

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

Comments Accepted to IEEE Big Data 2025

2510.24259 2025-10-29 cs.CL cs.RO 79%

Can LLMs Translate Human Instructions into a Reinforcement Learning Agent's Internal Emergent Symbolic Representation?

Ziqi Ma, Sao Mai Nguyen, Philippe Xu

机构 * U2IS, ENSTA, IP-Paris（U2IS、ENSTA、IP-巴黎）

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

2510.22559 2025-10-28 cs.CL 79%

A Closed-Loop Personalized Learning Agent Integrating Neural Cognitive Diagnosis, Bounded-Ability Adaptive Testing, and LLM-Driven Feedback

Zhifeng Wang, Xinyue Zheng, Chunyan Zeng

机构 * Faculty of Artificial Intelligence in Education（人工智能教育学院）； Central China Normal University（中国中部师范大学）； School of Electrical and Electronic Engineering（电气与电子工程学院）； Hubei University of Technology（湖北工业大学）

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

Comments 8 pages, 6 figures

2510.22471 2025-10-28 cs.GT cs.LG 79%

Learning Local Stackelberg Equilibria from Repeated Interactions with a Learning Agent

Nivasini Ananthakrishnan, Yuval Dagan, Kunhe Yang

机构 * UC Berkeley（伯克利大学）； Tel Aviv University（特拉维夫大学）

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

2510.21177 2025-10-27 cs.LG 79%

Scalable Principal-Agent Contract Design via Gradient-Based Optimization

Tomer Galanti, Aarya Bookseller, Korok Ray

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

2507.13937 2025-10-27 cs.CL 79%

Marcel: A Lightweight and Open-Source Conversational Agent for University Student Support

Jan Trienes, Anastasiia Derzhanskaia, Roland Schwarzkopf, Markus Mühling, Jörg Schlötterer, Christin Seifert

机构 * Marburg University（马尔堡大学）

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

Comments Accepted at EMNLP 2025 (System Demonstrations)

2510.18596 2025-10-22 cs.SE cs.CV 79%

CUARewardBench: A Benchmark for Evaluating Reward Models on Computer-using Agent

Haojia Lin, Xiaoyu Tan, Yulei Qin, Zihan Xu, Yuchen Shi, Zongyi Li, Gang Li, Shaofei Cai, Siqi Cai, Chaoyou Fu, Ke Li, Xing Sun

机构 * Youtu-Agent Team（YouTu-Agent团队）

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

Comments 24 pages, 6 figures

2510.18483 2025-10-22 cs.AI 79%

StarBench: A Turn-Based RPG Benchmark for Agentic Multimodal Decision-Making and Information Seeking

Haoran Zhang, Chenhao Zhu, Sicong Guo, Hanzhe Guo, Haiming Li, Donglin Yu

机构 * University of Michigan（密歇根大学）； Stanford University（斯坦福大学）； University of Illinois Urbana–Champaign（伊利诺伊大学厄巴纳-香槟分校）

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

2510.16085 2025-10-21 cs.CY cs.AI 79%

MoPHES:Leveraging on-device LLMs as Agent for Mobile Psychological Health Evaluation and Support

Xun Wei, Pukai Zhou, Zeyu Wang

机构 * School of Software Engineering, Jiangxi University of Science and Technology（江西科技理工大学软件工程学院）； School of Computer Science, Shenzhen University（深圳大学计算机科学学院）

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

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

2508.16508 2025-10-17 cs.MA cs.SE 79%

ABMax: A JAX-based Agent-based Modeling Framework

Siddharth Chaturvedi, Ahmed El-Gazzar, Marcel van Gerven

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

Comments 8 pages, 7 figures, 4 tables, 2 algorithms

2510.13371 2025-10-16 cs.IR cs.AI 79%

MADREC: A Multi-Aspect Driven LLM Agent for Explainable and Adaptive Recommendation

Jiin Park, Misuk Kim

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

Comments 18 pages

2505.16700 2025-10-14 cs.AI 79%

MCP-RADAR: A Multi-Dimensional Benchmark for Evaluating Tool Use Capabilities in Large Language Models

Xuanqi Gao, Siyi Xie, Juan Zhai, Shiqing Ma, Chao Shen

机构 * Xi’an Jiaotong University（西安交通大学）； University of Massachusetts at Amherst（马萨诸塞大学阿默斯特分校）

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

2502.12575 2025-10-14 cs.CR cs.AI 79%

DemonAgent: Dynamically Encrypted Multi-Backdoor Implantation Attack on LLM-based Agent

Pengyu Zhu, Zhenhong Zhou, Yuanhe Zhang, Shilinlu Yan, Kun Wang, Sen Su

机构 * Beijing University of Posts and Telecommunications（北京邮电大学）； Nanyang Technological University（南洋理工大学）

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

2510.06674 2025-10-10 cs.AI 79%

Agent-in-the-Loop: A Data Flywheel for Continuous Improvement in LLM-based Customer Support

Cen Mia Zhao, Tiantian Zhang, Hanchen Su, Yufeng Wayne Zhang, Shaowei Su, Mingzhi Xu, Yu Elaine Liu, Wei Han, Jeremy Werner, Claire Na Cheng, Yashar Mehdad

机构 * Airbnb, Inc.（Airbnb公司）

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

Comments EMNLP 2025 Industry Track submission (Paper #305). Preprint. Main text within the 7-page industry limit (references/appendices excluded). Contains multiple figures and tables

2510.05865 2025-10-08 cs.AI cs.CV cs.RO 79%

The Safety Challenge of World Models for Embodied AI Agents: A Review

Lorenzo Baraldi, Zifan Zeng, Chongzhe Zhang, Aradhana Nayak, Hongbo Zhu, Feng Liu, Qunli Zhang, Peng Wang, Shiming Liu, Zheng Hu, Angelo Cangelosi, Lorenzo Baraldi

机构 * University of Pisa（比萨大学）； Huawei RAMS Lab（华为RAMS实验室）； Technical University of Munich（慕尼黑技术大学）； Technical University of Berlin（柏林技术大学）； University of Manchester（曼彻斯特大学）； University of Modena and Reggio Emilia（莫德纳和雷吉奥艾米利亚大学）

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

2510.04201 2025-10-07 cs.CV cs.AI 79%

World-To-Image: Grounding Text-to-Image Generation with Agent-Driven World Knowledge

Moo Hyun Son, Jintaek Oh, Sun Bin Mun, Jaechul Roh, Sehyun Choi

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学）； Georgia Institute of Technology（佐治亚理工学院）； University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校）； TwelveLabs

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

2510.00549 2025-10-03 cs.DB cs.AI 79%

EMR-AGENT: Automating Cohort and Feature Extraction from EMR Databases

Kwanhyung Lee, Sungsoo Hong, Joonhyung Park, Jeonghyeop Lim, Juhwan Choi, Donghwee Yoon, Eunho Yang

机构 * AITRICS ； Korea Advanced Institute of Science and Technology（韩国科学技术院）

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

Comments currently under submission to ICLR 2026

2509.23006 2025-09-30 cs.AI 79%

Creative Adversarial Testing (CAT): A Novel Framework for Evaluating Goal-Oriented Agentic AI Systems

Hassen Dhrif

机构 * Amazon（亚马逊）

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

2509.21291 2025-09-26 cs.AI cs.CV 79%

VC-Agent: An Interactive Agent for Customized Video Dataset Collection

Yidan Zhang, Mutian Xu, Yiming Hao, Kun Zhou, Jiahao Chang, Xiaoqiang Liu, Pengfei Wan, Hongbo Fu, Xiaoguang Han

机构 * SSE, The Chinese University of Hong Kong, Shenzhen（深圳中文大学香港科技大学 SSE）； The Hong Kong University of Science（香港科学大学）

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

Comments Project page: https://allenyidan.github.io/vcagent_page/

2509.17259 2025-09-23 cs.AI 79%

Mind the Gap: Comparing Model- vs Agentic-Level Red Teaming with Action-Graph Observability on GPT-OSS-20B

Ilham Wicaksono, Zekun Wu, Rahul Patel, Theo King, Adriano Koshiyama, Philip Treleaven

机构 * University College London（伦敦大学学院）； Holistic AI（整体AI）

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

Comments Winner of the OpenAI GPT-OSS-20B Red Teaming Challenge (Kaggle, 2025)

1. Agent评测 15819 篇

FRAME: Feedback-Refined Agent Methodology for Enhancing Medical Research Insights

Mixture-of-Schedulers: An Adaptive Scheduling Agent as a Learned Router for Expert Policies

Depth Matters: Multimodal RGB-D Perception for Robust Autonomous Agents

How Brittle is Agent Safety? Rethinking Agent Risk under Intent Concealment and Task Complexity

An Epistemic Perspective on Agent Awareness

ECom-Bench: Can LLM Agent Resolve Real-World E-commerce Customer Support Issues?

Cache Mechanism for Agent RAG Systems

TAMO: Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data in Cloud-Native Systems

Modulation of temporal decision-making in a deep reinforcement learning agent under the dual-task paradigm

LiteCUA: Computer as MCP Server for Computer-Use Agent on AIOS

Semantically-Aware LLM Agent to Enhance Privacy in Conversational AI Services

Can LLMs Translate Human Instructions into a Reinforcement Learning Agent's Internal Emergent Symbolic Representation?

A Closed-Loop Personalized Learning Agent Integrating Neural Cognitive Diagnosis, Bounded-Ability Adaptive Testing, and LLM-Driven Feedback

Learning Local Stackelberg Equilibria from Repeated Interactions with a Learning Agent

Scalable Principal-Agent Contract Design via Gradient-Based Optimization

Marcel: A Lightweight and Open-Source Conversational Agent for University Student Support

CUARewardBench: A Benchmark for Evaluating Reward Models on Computer-using Agent

StarBench: A Turn-Based RPG Benchmark for Agentic Multimodal Decision-Making and Information Seeking

MoPHES:Leveraging on-device LLMs as Agent for Mobile Psychological Health Evaluation and Support

ABMax: A JAX-based Agent-based Modeling Framework

MADREC: A Multi-Aspect Driven LLM Agent for Explainable and Adaptive Recommendation

MCP-RADAR: A Multi-Dimensional Benchmark for Evaluating Tool Use Capabilities in Large Language Models

DemonAgent: Dynamically Encrypted Multi-Backdoor Implantation Attack on LLM-based Agent

Agent-in-the-Loop: A Data Flywheel for Continuous Improvement in LLM-based Customer Support

The Safety Challenge of World Models for Embodied AI Agents: A Review

World-To-Image: Grounding Text-to-Image Generation with Agent-Driven World Knowledge

EMR-AGENT: Automating Cohort and Feature Extraction from EMR Databases

Creative Adversarial Testing (CAT): A Novel Framework for Evaluating Goal-Oriented Agentic AI Systems

VC-Agent: An Interactive Agent for Customized Video Dataset Collection

Mind the Gap: Comparing Model- vs Agentic-Level Red Teaming with Action-Graph Observability on GPT-OSS-20B