AI Agent

CodeAD: Synthesize Code of Rules for Log-based Anomaly Detection with LLMs

Junjie Huang, Minghua He, Jinyang Liu, Yintong Huo, Domenico Bianculli, Michael R. Lyu

专题命中 软件智能体 ：workflow(abstract)；agentic(abstract)；分类 cs.SE

Finding the Needle in the Crash Stack: Industrial-Scale Crash Root Cause Localization with AutoCrashFL

Sungmin Kang, Sumi Yun, Jingun Hong, Shin Yoo, Gabin An

专题命中 软件智能体 ：agent(abstract)；分类 cs.SE

Comments 11 pages, 8 figures, under review

Robust Understanding of Human-Robot Social Interactions through Multimodal Distillation

Tongfei Bian, Mathieu Chollet, Tanaya Guha

机构 * University of Glasgow（格拉斯哥大学） ； University of Glasgow School of Computer Science（格拉斯哥大学计算机科学学院） 纠错

专题命中 软件智能体 ：agent(abstract)

Comments Accepted by ACM Multimedia 2025, camera-ready version

BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent

Shaojie Zhang, Ruoceng Zhang, Pei Fu, Shaokang Wang, Jiahui Yang, Xin Du, Shiqi Cui, Bin Qin, Ying Huang, Zhenbo Luo, Jian Luan

机构 * Xiaomi Inc（小米公司） 纠错

专题命中 GUI与网页智能体 ：agent(title,abstract)；planning(abstract)；分类 cs.AI

Comments Accepted at NeurIPS 2025

Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis

Tianbao Xie, Jiaqi Deng, Xiaochuan Li, Junlin Yang, Haoyuan Wu, Jixuan Chen, Wenjing Hu, Xinyuan Wang, Yuhui Xu, Zekun Wang, Yiheng Xu, Junli Wang, Doyen Sahoo, Tao Yu, Caiming Xiong

机构 * The University of Hong Kong（香港大学） ； Salesforce AI Research（Salesforce AI研究院） 纠错

专题命中 GUI与网页智能体 ：agent(abstract)；agentic(abstract)；分类 cs.AI、cs.CL

Comments 49 pages, 13 figures

Depth-Constrained ASV Navigation with Deep RL and Limited Sensing

Amirhossein Zhalehmehrabi, Daniele Meli, Francesco Dal Santo, Francesco Trotti, Alessandro Farinelli

机构 * Department of Computer Science, University of Verona（计算机科学系，威尼斯大学） 纠错

专题命中 GUI与网页智能体 ：agent(abstract)；分类 cs.AI

Comments 8 pages, 8 figures, Accepted to IEEE Robotics and Automation Letters (this is not the final version)

LT-Exosense: A Vision-centric Multi-session Mapping System for Lifelong Safe Navigation of Exoskeletons

Jianeng Wang, Matias Mattamala, Christina Kassab, Nived Chebrolu, Guillaume Burger, Fabio Elnecave, Marine Petriaux, Maurice Fallon

专题命中 GUI与网页智能体 ：planning(abstract)

Comments 8 pages, 4 figures

The Complexity Trap: Simple Observation Masking Is as Efficient as LLM Summarization for Agent Context Management

Tobias Lindenbauer, Igor Slinko, Ludwig Felder, Egor Bogomolov, Yaroslav Zharov

机构 * JetBrains Research（JetBrains研究院） ； School of Computation, Information and Technology, Technical University of Munich（技术大学慕尼黑计算、信息与技术学院） 纠错

专题命中 记忆与上下文管理 ：agent(title,abstract)；tool-use(abstract)；分类 cs.AI、cs.SE

Comments v3: DL4C camera-ready version to be presented at the 4th DL4C workshop co-located with NeurIPS '25; added OpenHands generality probe, added hybrid context management strategy

Alita-G: Self-Evolving Generative Agent for Agent Generation

Jiahao Qiu, Xuan Qi, Hongru Wang, Xinzhe Juan, Yimin Wang, Zelin Zhao, Jiayi Geng, Jiacheng Guo, Peihang Li, Jingzhe Shi, Shilong Liu, Mengdi Wang

专题命中 记忆与上下文管理 ：agent(title,abstract)；分类 cs.AI

Comments 15 pages, 3 figures

Policies over Poses: Reinforcement Learning based Distributed Pose-Graph Optimization for Multi-Robot SLAM

Sai Krishna Ghanta, Ramviyas Parasuraman

机构 * School of Computing, University of Georgia（计算机学院，佐治亚大学） 纠错

专题命中 记忆与上下文管理 ：agent(abstract,comments)；multi-agent(abstract,comments)；分类 cs.AI

Comments IEEE International Symposium on Multi-Robot & Multi-Agent Systems (MRS) 2025

Approximately optimal distributed controls for high-dimensional stochastic systems with pairwise interaction through controls

Elise Devey

专题命中 记忆与上下文管理 ：agent(abstract)

We Need Accountability in Human-AI Agent Relationships

Benjamin Lange, Geoff Keeling, Arianna Manzini, Amanda McCroskery

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

DAO-AI: Evaluating Collective Decision-Making through Agentic AI in Decentralized Governance

Agostino Capponi, Alfio Gliozzo, Chunghyun Han, Junkyu Lee

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

Comments 12 pages, 2 Figures

On Generalization in Agentic Tool Calling: CoreThink Agentic Reasoner and MAVEN Dataset

Vishvesh Bhat, Omkar Ghugarkar, Julian McAuley

机构 * CoreThink AI ； University of California, San Diego（加州大学圣地亚哥分校） 纠错

专题命中 Agent评测 ：agentic(title,abstract)；tool-use(abstract)；分类 cs.AI、cs.SE

Comments Preprint

SceneWeaver: All-in-One 3D Scene Synthesis with an Extensible and Self-Reflective Agent

Yandan Yang, Baoxiong Jia, Shujie Zhang, Siyuan Huang

机构 * State Key Laboratory of General Artificial Intelligence, BIGAI（1 通用人工智能国家重点实验室、BIGAI） ； Tsinghua University（2 清华大学） 纠错

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

Comments Accepted by NeurIPS 2025, 26 pages

Centralized Reward Agent for Knowledge Sharing and Transfer in Multi-Task Reinforcement Learning

Haozhe Ma, Zhengding Luo, Thanh Vinh Vo, Kuankuan Sima, Tze-Yun Leong

机构 * School of Computing, National University of Singapore（新加坡国立大学计算机学院） ； TikTok Pte. Ltd., Singapore（新加坡TikTok公司） ； School of Electrical and Electronic Engineering, Nanyang Technological University（南洋理工大学电子与电气工程学院） ； Department of Electrical and Computer Engineering, National University of Singapore（新加坡国立大学电气与计算机工程系） 纠错

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

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） 纠错

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

Comments 8 pages, 6 figures

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） 纠错

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

SI-Bench: Benchmarking Social Intelligence of Large Language Models in Human-to-Human Conversations

Shuai Huang, Wenxuan Zhao, Jun Gao

机构 * Hello Group（Hello集团） 纠错

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

Comments 17 pages, 9 figures

GSO: Challenging Software Optimization Tasks for Evaluating SWE-Agents

Manish Shetty, Naman Jain, Jinjian Liu, Vijay Kethanaboyina, Koushik Sen, Ion Stoica

机构 * UC Berkeley（伯克利大学） 纠错

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

Comments Website: https://gso-bench.github.io/

Open Multimodal Retrieval-Augmented Factual Image Generation

Yang Tian, Fan Liu, Jingyuan Zhang, Wei Bi, Yupeng Hu, Liqiang Nie

机构 * Shandong University（山东大学） ； National University of Singapore（新加坡国立大学） ； Kuaishou Technology（快手科技） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Comments Preprint

Right Place, Right Time: Market Simulation-based RL for Execution Optimisation

Ollie Olby, Andreea Bacalum, Rory Baggott, Namid Stillman

机构 * Simudyne UK（Simudyne英国公司） 纠错

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

Comments 8 pages, 4 figures, accepted to ICAIF 2025

PhysGym: Benchmarking LLMs in Interactive Physics Discovery with Controlled Priors

Yimeng Chen, Piotr Piȩkos, Mateusz Ostaszewski, Firas Laakom, Jürgen Schmidhuber

机构 * Center of Excellence for Generative AI, KAUST（生成人工智能卓越中心，KAUST） ； The Swiss AI Lab, IDSIA-USI/SUPSI（瑞士人工智能实验室，IDSIA-USI/SUPSI） ； NNAISENSE Principia-AI/PhysGym（NNAISENSE 原初人工智能/PhysGym） 纠错

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

Comments 31 Pages

ContextAgent: Context-Aware Proactive LLM Agents with Open-World Sensory Perceptions

Bufang Yang, Lilin Xu, Liekang Zeng, Kaiwei Liu, Siyang Jiang, Wenrui Lu, Hongkai Chen, Xiaofan Jiang, Guoliang Xing, Zhenyu Yan

机构 * The Chinese University of Hong Kong（香港中文大学） ； Columbia University（哥伦比亚大学） 纠错

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

Comments Accepted by NeurIPS 2025

Assessing the Potential of Generative Agents in Crowdsourced Fact-Checking

Luigia Costabile, Gian Marco Orlando, Valerio La Gatta, Vincenzo Moscato

机构 * Department of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II（那不勒斯费德里科二世大学电气工程与信息技术系） ； Northwestern University, Department of Computer Science, McCormick School of Engineering and Applied Science（西北大学计算机科学系，麦科马克工程与应用科学学院） 纠错

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

Comments This paper has been published in Online Social Networks and Media (https://doi.org/10.1016/j.osnem.2025.100326). Please cite the published version accordingly

Journal ref Online Social Networks and Media, Volume 48, September 2025, 100326

Human Choice Prediction in Language-based Persuasion Games: Simulation-based Off-Policy Evaluation

Eilam Shapira, Omer Madmon, Reut Apel, Moshe Tennenholtz, Roi Reichart

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

Comments Accepted for publication in Transactions of the Association for Computational Linguistics (TACL), 2025. Pre-MIT Press publication version

Software Engineering Agents for Embodied Controller Generation : A Study in Minigrid Environments

Timothé Boulet, Xavier Hinaut, Clément Moulin-Frier

机构 * Inria Center of Bordeaux University（Inria 波尔多中心大学） ； Flowers AI & CogSci Lab（Flowers AI 与认知科学实验室） ； LaBRI, Bordeaux INP, CNRS UMR 5800（LaBRI，波尔多 INP，CNRS UMR 5800） ； IMN, CNRS UMR 5293（IMN，CNRS UMR 5293） ； Inria - Flowers AI & CogSci Lab - BioTiC（Inria - Flowers AI 与认知科学实验室 - BioTiC） 纠错

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

Comments 10 pages, 7 figures

Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Efficient Reasoning

LangLingual: A Personalised, Exercise-oriented English Language Learning Tool Leveraging Large Language Models

Sammriddh Gupta, Sonit Singh, Aditya Joshi, Mira Kim

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

Comments 14 pages

TABL-ABM: A Hybrid Framework for Synthetic LOB Generation

Ollie Olby, Rory Baggott, Namid Stillman

机构 * Simudyne 纠错

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

Comments 8 pages, 5 figures, accepted to the Workshop on AI in Finance at ECAI2025

Benchmarking Egocentric Multimodal Goal Inference for Assistive Wearable Agents

Vijay Veerabadran, Fanyi Xiao, Nitin Kamra, Pedro Matias, Joy Chen, Caley Drooff, Brett D Roads, Riley Williams, Ethan Henderson, Xuanyi Zhao, Kevin Carlberg, Joseph Tighe, Karl Ridgeway

机构 * Meta Reality Labs（Meta 现实实验室） ； Meta FAIR 纠错

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

Comments Accepted as a spotlight paper at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)