AI Agent

LLMs as Scalable, General-Purpose Simulators For Evolving Digital Agent Training

Yiming Wang, Da Yin, Yuedong Cui, Ruichen Zheng, Zhiqian Li, Zongyu Lin, Di Wu, Xueqing Wu, Chenchen Ye, Yu Zhou, Kai-Wei Chang

机构 * UCLA（加州大学洛杉矶分校） ； Harvard University（哈佛大学） 纠错

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

Comments Preprint. Project page: https://ui-simulator.notion.site/llms-as-scalable-digital-world-simulator; Code and data: https://github.com/WadeYin9712/UI-Simulator

Student Development Agent: Risk-free Simulation for Evaluating AIED Innovations

Jianxiao Jiang, Yu Zhang

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

AI Knowledge Assist: An Automated Approach for the Creation of Knowledge Bases for Conversational AI Agents

Md Tahmid Rahman Laskar, Julien Bouvier Tremblay, Xue-Yong Fu, Cheng Chen, Shashi Bhushan TN

机构 * Dialpad Inc.（Dialpad公司） 纠错

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

Comments Accepted to the EMNLP 2025 Industry Track

Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback

Yisha Wu, Cen Mia Zhao, Yuanpei Cao, Xiaoqing Su, Yashar Mehdad, Mindy Ji, Claire Na Cheng

机构 * Airbnb Inc.（Airbnb公司） 纠错

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

Comments Accepted at EMNLP 2025 Industry Track

Exploring the Potential of Conversational AI Support for Agent-Based Social Simulation Model Design

Peer-Olaf Siebers

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

Comments This paper has been published in the Journal of Artificial Societies and Social Simulation 28 (3) 2. Please refer to the published version at [https://doi.org/10.18564/jasss.5681]

Journal ref Journal of Artificial Societies and Social Simulation 28(3) 2, 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)

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/

UserRL: Training Interactive User-Centric Agent via Reinforcement Learning

Cheng Qian, Zuxin Liu, Akshara Prabhakar, Jielin Qiu, Zhiwei Liu, Haolin Chen, Shirley Kokane, Heng Ji, Weiran Yao, Shelby Heinecke, Silvio Savarese, Caiming Xiong, Huan Wang

机构 * Salesforce AI Research（Salesforce AI研究院） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Comments 28 Pages, 15 Figures, 6 Tables; Built upon latest UserBench release: arXiv:2507.22034

MVVM: Deploy Your AI Agents-Securely, Efficiently, Everywhere

Yiwei Yang, Aibo Hu, Yusheng Zheng, Brian Zhao, Xinqi Zhang, Dawei Xiang, Kexin Chu, Wei Zhang, Andi Quinn

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

WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Xinyu Geng, Peng Xia, Zhen Zhang, Xinyu Wang, Qiuchen Wang, Ruixue Ding, Chenxi Wang, Jialong Wu, Yida Zhao, Kuan Li, Yong Jiang, Pengjun Xie, Fei Huang, Jingren Zhou

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

Edge Agentic AI Framework for Autonomous Network Optimisation in O-RAN

Abdelaziz Salama, Zeinab Nezami, Mohammed M. H. Qazzaz, Maryam Hafeez, Syed Ali Raza Zaidi

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

Journal ref IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2025

Dopamine Audiobook: A Training-free MLLM Agent for Emotional and Immersive Audiobook Generation

Yan Rong, Shan Yang, Chenxing Li, Dong Yu, Li Liu

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

Sleepless Nights, Sugary Days: Creating Synthetic Users with Health Conditions for Realistic Coaching Agent Interactions

Taedong Yun, Eric Yang, Mustafa Safdari, Jong Ha Lee, Vaishnavi Vinod Kumar, S. Sara Mahdavi, Jonathan Amar, Derek Peyton, Reut Aharony, Andreas Michaelides, Logan Schneider, Isaac Galatzer-Levy, Yugang Jia, John Canny, Arthur Gretton, Maja Matarić

机构 * Google DeepMind（谷歌DeepMind） ； Verily Life Sciences（Verily生命科学） ； Google（谷歌） 纠错

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

Comments Published in Findings of the Association for Computational Linguistics: ACL 2025

Journal ref Findings of the Association for Computational Linguistics: ACL 2025, pages 14159-14181, Vienna, Austria. Association for Computational Linguistics

SciReplicate-Bench: Benchmarking LLMs in Agent-driven Algorithmic Reproduction from Research Papers

Yanzheng Xiang, Hanqi Yan, Shuyin Ouyang, Lin Gui, Yulan He

机构 * King’s College London（伦敦国王学院） ； The Alan Turing Institute（艾伦·图灵研究所） 纠错

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

Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Antoine Bigeard, Langston Nashold, Rayan Krishnan, Shirley Wu

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

AI Agents and the Attention Lemons Problem in Two-Sided Ad Markets

Md Mahadi Hasan

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

Comments 20 pages

Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing

Farzana Abdulzada

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

Towards Effective Human-in-the-Loop Assistive AI Agents

Filippos Bellos, Yayuan Li, Cary Shu, Ruey Day, Jeffrey M. Siskind, Jason J. Corso

机构 * University of Michigan（密歇根大学） ； Purdue University（普渡大学） ； Voxel51 纠错

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

Comments 10 pages, 5 figures, 2 tables

IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering

Parker Liu, Chenxin Li, Zhengxin Li, Yipeng Wu, Wuyang Li, Zhiqin Yang, Zhenyuan Zhang, Yunlong Lin, Sirui Han, Brandon Y. Feng

机构 * CUHK（香港中文大学） ； TJU（天津大学） ； EPFL（瑞士联邦理工学院） ； HKUST（香港科技大学） ； XMU（厦门大学） ； MIT（麻省理工学院） 纠错

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

Comments Project Page: https://ir3d-bench.github.io/

Agentic Markets: Game Dynamics and Equilibrium in Markets with Learning Agents

Martin Bichler, Julius Durmann, Matthias Oberlechner

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

Carbon and Silicon, Coexist or Compete? A Survey on Human-AI Interactions in Agent-based Modeling and Simulation

Ziyue Lin, Siqi Shen, Zichen Cheng, Cheok Lam Lai, Siming Chen

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

Comments 36 pages, 3 figures

Novobo: Supporting Teachers' Peer Learning of Instructional Gestures by Teaching a Mentee AI-Agent Together

Jiaqi Jiang, Kexin Huang, Roberto Martinez-Maldonado, Huan Zeng, Duo Gong, Pengcheng An

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

Comments Corrected the spelling of the second author's name (from "Kexin Huanga" to "Kexin Huang"). No changes to the content. The submitted manuscript is 52 pages in total, with 39 pages of main content (excluding references). It contains 6 figures and 4 tables. A video demonstration is included via a footnote link in the manuscript

An Identity Based Agent Model for Value Alignment

Karthik Sama, Janvi Chhabra, Arpitha Srivatsha Malavalli, Jayati Deshmukh, Srinath Srinivasa

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

CT-Agent: A Multimodal-LLM Agent for 3D CT Radiology Question Answering

Yuren Mao, Wenyi Xu, Yuyang Qin, Yunjun Gao

机构 * School of Software Technology, Zhejiang University（浙江大学软件学院） 纠错

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

Show Me How: Benefits and Challenges of Agent-Augmented Counterfactual Explanations for Non-Expert Users

Aditya Bhattacharya, Tim Vanherwegen, Katrien Verbert

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

Comments This is a pre-print version, the original version is available in the proceedings of ACM UMAP 2025

ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities

Jiarui Lu, Thomas Holleis, Yizhe Zhang, Bernhard Aumayer, Feng Nan, Felix Bai, Shuang Ma, Shen Ma, Mengyu Li, Guoli Yin, Zirui Wang, Ruoming Pang

专题命中 Agent评测 ：tool use(title)；tool-use(abstract)；分类 cs.AI、cs.CL、cs.LG

DAgent: A Relational Database-Driven Data Analysis Report Generation Agent

Wenyi Xu, Yuren Mao, Xiaolu Zhang, Chao Zhang, Xuemei Dong, Mengfei Zhang, Yunjun Gao

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

Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

Erica Cau, Valentina Pansanella, Dino Pedreschi, Giulio Rossetti

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

Comments 34 pages, journal submission

From Correctness to Comprehension: AI Agents for Personalized Error Diagnosis in Education

Yi-Fan Zhang, Hang Li, Dingjie Song, Lichao Sun, Tianlong Xu, Qingsong Wen

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

$\texttt{PatentAgent}$: Intelligent Agent for Automated Pharmaceutical Patent Analysis

Xin Wang, Yifan Zhang, Xiaojing Zhang, Longhui Yu, Xinna Lin, Jindong Jiang, Bin Ma, Kaicheng Yu

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

Comments 7 pages