AI Agent

Taxonomy, Evaluation and Exploitation of IPI-Centric LLM Agent Defense Frameworks

Zimo Ji, Xunguang Wang, Zongjie Li, Pingchuan Ma, Yudong Gao, Daoyuan Wu, Xincheng Yan, Tian Tian, Shuai Wang

机构 * The Hong Kong University of Science and Technology（香港科技大学） ； Zhejiang University of Technology（浙江工业大学） ； Lingnan University（岭南大学） ； School of Cyber Science and Engineering, Southeast University（东南大学计算机科学与工程学院） ； ZTE Corporation（中兴通讯有限公司） 纠错

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

Automated Detection of Visual Attribute Reliance with a Self-Reflective Agent

Christy Li, Josep Lopez Camuñas, Jake Thomas Touchet, Jacob Andreas, Agata Lapedriza, Antonio Torralba, Tamar Rott Shaham

机构 * MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） ； Universitat Oberta de Catalunya（巴塞罗那开放大学） ； Louisiana Tech（路易斯安那理工大学） ； Northeastern University（东北大学） 纠错

专题命中 Agent评测 ：agent(title,abstract)

Comments 32 pages, 10 figures, Neurips 2025

The Empowerment of Science of Science by Large Language Models: New Tools and Methods

Guoqiang Liang, Jingqian Gong, Mengxuan Li, Gege Lin, Shuo Zhang

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

Comments The manuscript is currently ongoing the underreview process of the journal of information science

Ask WhAI:Probing Belief Formation in Role-Primed LLM Agents

Keith Moore, Jun W. Kim, David Lyu, Jeffrey Heo, Ehsan Adeli

机构 * Department of Biomedical Data Science, Stanford University（生物医学数据科学系，斯坦福大学） 纠错

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

Comments Preprint. Accepted for publication at AIAS 2025

Bayesian Meta-Reinforcement Learning with Laplace Variational Recurrent Networks

Joery A. de Vries, Jinke He, Mathijs M. de Weerdt, Matthijs T. J. Spaan

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

Journal ref https://rlj.cs.umass.edu/2025/papers/Paper23.html

Attacking Autonomous Driving Agents with Adversarial Machine Learning: A Holistic Evaluation with the CARLA Leaderboard

Henry Wong, Clement Fung, Weiran Lin, Karen Li, Stanley Chen, Lujo Bauer

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

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

Comments 12 pages

Causally-Informed Reinforcement Learning for Adaptive Emotion-Aware Social Media Recommendation

Bhavika Jain, Robert Pitsko, Ananya Drishti, Mahfuza Farooque

机构 * Pennsylvania State University（宾夕法尼亚州立大学） 纠错

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

MedBench v4: A Robust and Scalable Benchmark for Evaluating Chinese Medical Language Models, Multimodal Models, and Intelligent Agents

Jinru Ding, Lu Lu, Chao Ding, Mouxiao Bian, Jiayuan Chen, Wenrao Pang, Ruiyao Chen, Xinwei Peng, Renjie Lu, Sijie Ren, Guanxu Zhu, Xiaoqin Wu, Zhiqiang Liu, Rongzhao Zhang, Luyi Jiang, Bing Han, Yunqiu Wang, Jie Xu

专题命中 Agent评测 ：agentic(abstract)；分类 cs.CL

Opinion Dynamics Models for Sentiment Evolution in Weibo Blogs

Yulong He, Anton V. Proskurnikov, Artem Sedakov

专题命中 Agent评测 ：agent(abstract)

IWR-Bench: Can LVLMs reconstruct interactive webpage from a user interaction video?

Yang Chen, Minghao Liu, Yufan Shen, Yunwen Li, Tianyuan Huang, Xinyu Fang, Tianyu Zheng, Wenxuan Huang, Cheng Yang, Daocheng Fu, Jianbiao Mei, Rong Wu, Yunfei Zhao, Licheng Wen, Xuemeng Yang, Song Mao, Qunshu Lin, Zhi Yu, Yongliang Shen, Yu Qiao, Botian Shi

机构 * IWR-Bench Team（IWR-Bench团队） 纠错

专题命中 Agent评测 ：agent(abstract)

SceneEdited: A City-Scale Benchmark for 3D HD Map Updating via Image-Guided Change Detection

Chun-Jung Lin, Tat-Jun Chin, Sourav Garg, Feras Dayoub

机构 * Australian Institute for Machine Learning (AIML), University of Adelaide, Australia（澳大利亚机器学习研究所（AIML）、阿德莱德大学） 纠错

专题命中 Agent评测 ：planning(abstract)

Comments accepted by WACV 2026

PAVE: An End-to-End Dataset for Production Autonomous Vehicle Evaluation

Xiangyu Li, Chen Wang, Yumao Liu, Dengbo He, Jiahao Zhang, Ke Ma

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

专题命中 Agent评测 ：planning(abstract)

Spot The Ball: A Benchmark for Visual Social Inference

Neha Balamurugan, Sarah Wu, Adam Chun, Gabe Gaw, Cristobal Eyzaguirre, Tobias Gerstenberg

机构 * Stanford University（斯坦福大学） 纠错

专题命中 Agent评测 ：AI agent(abstract)

Stochastically Structured Reservoir Computers for Financial and Economic System Identification

Lendy Banegas, Fredy Vides

专题命中 Agent评测 ：agent(abstract)