AI Agent

Lita: Light Agent Uncovers the Agentic Coding Capabilities of LLMs

Hankun Dai, Maoquan Wang, Mengnan Qi, Yikai Zhang, Zijian Jin, Yongqiang Yao, Yufan Huang, Shengyu Fu, Elsie Nallipogu

专题命中 Agent评测 ：agent(title,abstract)；agentic(title,abstract)；autonomous agent(abstract)；workflow(abstract)

Agent-as-Judge for Factual Summarization of Long Narratives

Yeonseok Jeong, Minsoo Kim, Seung-won Hwang, Byung-Hak Kim

机构 * IPAI, Seoul National University（IPAI，首尔国立大学） ； Seoul National University（首尔国立大学） ； Hyundai Card（现代卡） 纠错

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

OpenID Connect for Agents (OIDC-A) 1.0: A Standard Extension for LLM-Based Agent Identity and Authorization

Subramanya Nagabhushanaradhya

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

Comments 10 pages, 5 tables, 2 code listings. Specification proposal available at https://github.com/subramanya1997/oidc-a/

Causal Autoencoder-like Generation of Feedback Fuzzy Cognitive Maps with an LLM Agent

Akash Kumar Panda, Olaoluwa Adigun, Bart Kosko

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； University of Southern California（南加州大学） ； School of Computing and Information Sciences（计算与信息科学学院） ； Florida International University（佛罗里达国际大学） 纠错

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

Comments 8 pages, 4 figures

SCUBA: Salesforce Computer Use Benchmark

Yutong Dai, Krithika Ramakrishnan, Jing Gu, Matthew Fernandez, Yanqi Luo, Viraj Prabhu, Zhenyu Hu, Silvio Savarese, Caiming Xiong, Zeyuan Chen, Ran Xu

机构 * Salesforce AI Research（Salesforce人工智能研究） 纠错

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

Q-Mirror: Unlocking the Multi-Modal Potential of Scientific Text-Only QA Pairs

Junying Wang, Zicheng Zhang, Ye Shen, Yalun Wu, Yingji Liang, Yijin Guo, Farong Wen, Wenzhe Li, Xuezhi Zhao, Qi Jia, Guangtao Zhai

机构 * Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments 25 pages

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

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

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） 纠错

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

Comments Accepted by EMNLP 2025

Branching Out: Broadening AI Measurement and Evaluation with Measurement Trees

Craig Greenberg, Patrick Hall, Theodore Jensen, Kristen Greene, Razvan Amironesei

机构 * NIST Associate（美国国家标准与技术研究院） 纠错

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

GroundSight: Augmenting Vision-Language Models with Grounding Information and De-hallucination

Xinxi Chen, Tianyang Chen, Lijia Hong

机构 * Independent Researcher（独立研究者） 纠错

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

M&SCheck: Towards a Checklist to Support Software Engineering Newcomers to the Modeling and Simulation Area

Luiza Martins de Freitas Cintra, Philipp Zech, Mohamad Kassab, Eliomar Araújo Lima, Sofia Larissa da Costa Paiva, Valdemar Vicente Graciano Neto

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

Blueprint-Bench: Comparing spatial intelligence of LLMs, agents and image models

Lukas Petersson, Axel Backlund, Axel Wennstöm, Hanna Petersson, Callum Sharrock, Arash Dabiri

机构 * Andon Labs（安登实验室） 纠错

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

Comments 9 pages, 8 figures, submitted for ICLR 2026

DescribeEarth: Describe Anything for Remote Sensing Images

Kaiyu Li, Zixuan Jiang, Xiangyong Cao, Jiayu Wang, Yuchen Xiao, Deyu Meng, Zhi Wang

机构 * School of Software Engineering, Xi’an Jiaotong University（西安交通大学软件工程学院） ； College of Artificial Intelligence, Xi’an Jiaotong University（西安交通大学人工智能学院） ； School of Computer Science and Technology and Ministry of Education Key Lab For Intelligent Networks and Network Security, Xi’an Jiaotong University（西安交通大学计算机科学与技术学院和教育部智能网络与网络安全重点实验室） ； School of Mathematics and Statistics and Ministry of Education Key Lab of Intelligent Networks and Network Security, Xi’an Jiaotong University（西安交通大学数学与统计学院和教育部智能网络与网络安全重点实验室） ； Pazhou Laboratory (Huangpu), Guangzhou, Guangdong, China（琶洲实验室（黄埔），广州，广东，中国） 纠错

专题命中 Agent评测 ：planning(abstract)

Tight Samurai Accountant

Deniz Kattwinkel, Justus Preusser

专题命中 Agent评测 ：agent(abstract)

Mirror Symmetry for Quiver Algebroid Stacks

Siu-Cheong Lau, Junzheng Nan, Ju Tan

专题命中 Agent评测 ：agent(abstract)

Comments 74 pages. Final version, the exposition and organization have been improved, and a new Section 4.1 has been added, incorporating revisions suggested by the referee. Comments are welcome