AI Agent

EH-Benchmark Ophthalmic Hallucination Benchmark and Agent-Driven Top-Down Traceable Reasoning Workflow

Xiaoyu Pan, Yang Bai, Ke Zou, Yang Zhou, Jun Zhou, Huazhu Fu, Yih-Chung Tham, Yong Liu

机构 * Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR)（高性能计算研究所，科技研究局（A*STAR）） ； Centre for Innovation and Precision Eye Health（创新与精准眼健康中心） ； Department of Ophthalmology, NUHS Tower Block, Level 7, 1E Kent Ridge Road, Singapore, 119228（眼科部，NUHS塔楼7层，1E Kent Ridge Road，新加坡，119228） ； Singapore Eye Research Institute, Singapore National Eye Centre, 20 College Road, Singapore, 169856（新加坡眼研究 institute，新加坡国家眼科中心，20 College Road，新加坡，169856） 纠错

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

Comments 9 figures, 5 tables. submit/6621751

OIG-Bench: A Multi-Agent Annotated Benchmark for Multimodal One-Image Guides Understanding

Jiancong Xie, Wenjin Wang, Zhuomeng Zhang, Zihan Liu, Qi Liu, Ke Feng, Zixun Sun, Yuedong Yang

机构 * School of Computer Science and Engineering, Sun Yat-sen University, China（中山大学计算机科学与工程学院） ； Interactive Entertainment Group, Tencent Inc, China（腾讯互动娱乐集团） ； Key Laboratory of Machine Intelligence and Advanced Computing (MOE), China（机器智能与先进计算重点实验室） 纠错

专题命中 Agent评测 ：agent(title,abstract)；multi-agent(title,abstract)

Benchmarking Agentic Systems in Automated Scientific Information Extraction with ChemX

Anastasia Vepreva, Julia Razlivina, Maria Eremeeva, Nina Gubina, Anastasia Orlova, Aleksei Dmitrenko, Ksenya Kapranova, Susan Jyakhwo, Nikita Vasilev, Arsen Sarkisyan, Ivan Yu. Chernyshov, Vladimir Vinogradov, Andrei Dmitrenko

机构 * Center for AI in Chemistry, ITMO University（人工智能化学中心，ITMO大学） ； D ONE AG（D ONE公司） 纠错

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

Comments Accepted at The AI for Accelerated Materials Discovery (AI4Mat) Workshop, NeurIPS 2025

AgenticIQA: An Agentic Framework for Adaptive and Interpretable Image Quality Assessment

Hanwei Zhu, Yu Tian, Keyan Ding, Baoliang Chen, Bolin Chen, Shiqi Wang, Weisi Lin

机构 * Nanyang Technological University（南洋理工大学） ； Nanjing University of Information Science and Technology（南京信息工程大学） ； Zhejiang University（浙江大学） ； South China Normal University（华南师范大学） ； Alibaba DAMO Academy（阿里巴巴达摩院） ； City University of Hong Kong（香港城市大学） 纠错

专题命中 Agent评测 ：agentic(title,abstract)；planning(abstract)

Collaborative-Distilled Diffusion Models (CDDM) for Accelerated and Lightweight Trajectory Prediction

Bingzhang Wang, Kehua Chen, Yinhai Wang

机构 * Department of Civil and Environmental Engineering, University of Washington（华盛顿大学土木与环境工程系） 纠错

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

CORTEX: Collaborative LLM Agents for High-Stakes Alert Triage

Bowen Wei, Yuan Shen Tay, Howard Liu, Jinhao Pan, Kun Luo, Ziwei Zhu, Chris Jordan

机构 * George Mason University（乔治·马歇尔大学） ； Fluency Security（流畅安全） 纠错

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

Navigating the Synchrony-Stability Frontier in Adaptive Chatbots

T. James Brandt

机构 * University of Minnesota（明尼苏达大学） 纠错

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

Comments pages; 9 tables; 7 figures; code & analysis artifact: https://doi.org/10.5281/zenodo.17238269; under review at ACM IUI 2026

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） 纠错

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

Sample-based Quantum Diagonalization Methods for Modeling the Photochemistry of Diazirine and Diazo Compounds

Saurabh Shivpuje, Tanvi P. Gujarati, Richard Van, Frank C. Pickard, Triet Friedhoff, Ieva Liepuoniute, Wade Davis, Gavin O. Jones, Alexey Galda

专题命中 Agent评测 ：workflow(abstract)

Comments 15 pages, 3 figures, 2 tables, supplementary information

An Equilibrium Model for Schedule-Based Transit Networks with Hard Vehicle Capacities

Tobias Harks, Sven Jäger, Michael Markl, Philine Schiewe

专题命中 Agent评测 ：agent(abstract)

Comments 47 pages, 13 figures, major extension compared to first version (see Section 1.1), all previous results remain valid

Costly Multidimensional Screening

Frank Yang

专题命中 Agent评测 ：agent(abstract)

Comments 61 pages, 1 figure