AI Agent

Learning to Explore in Diverse Reward Settings via Temporal-Difference-Error Maximization

Sebastian Griesbach, Carlo D'Eramo

专题命中 规划决策 ：agent(abstract)；分类 cs.LG

Journal ref Reinforcement Learning Journal, vol. 6, 2025, pp. 1140-1157

Mind the Web: The Security of Web Use Agents

Avishag Shapira, Parth Atulbhai Gandhi, Edan Habler, Asaf Shabtai

机构 * Ben-Gurion University of the Negev, Israel（内盖夫本·古里安大学） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI

FlySearch: Exploring how vision-language models explore

Adam Pardyl, Dominik Matuszek, Mateusz Przebieracz, Marek Cygan, Bartosz Zieliński, Maciej Wołczyk

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

Comments NeurIPS 2025 Datasets and Benchmarks track

Do Sharpness-based Optimizers Improve Generalization in Medical Image Analysis?

Mohamed Hassan, Aleksandar Vakanski, Min Xian

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

Journal ref IEEE Access, vol. 13, pp. 82972 - 82985, 2025

BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models

Yu Feng, Ben Zhou, Weidong Lin, Dan Roth

机构 * University of Pennsylvania（宾夕法尼亚大学） ； Arizona State University（亚利桑那州立大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.CL

Journal ref ICLR 2025 (Oral)

Enhancing Urban Data Exploration: Layer Toggling and Visibility-Preserving Lenses for Multi-Attribute Spatial Analysis

Karelia Salinas, Luis Gustavo Nonato, Jean-Daniel Fekete, Fernanda Bartolo dos Santos Saran

专题命中 规划决策 ：planning(abstract)

SAMPO:Scale-wise Autoregression with Motion PrOmpt for generative world models

Sen Wang, Jingyi Tian, Le Wang, Zhimin Liao, Jiayi Li, Huaiyi Dong, Kun Xia, Sanping Zhou, Wei Tang, Hua Gang

机构 * National Key Laboratory of Human-Machine Hybrid Augmented Intelligence（人机混合增强智能国家重点实验室） ； National Engineering Research Center for Visual Information and Applications（视觉信息与应用国家工程研究中心） ； Institute of Artificial Intelligence and Robotics（人工智能与机器人研究院） ； Xi’an Jiaotong University（西安交通大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） ； Amazon.com, Inc（亚马逊公司） 纠错

专题命中 规划决策 ：planning(abstract)

Comments 22 pages,15 figures

MAT-Agent: Adaptive Multi-Agent Training Optimization

Jusheng Zhang, Kaitong Cai, Yijia Fan, Ningyuan Liu, Keze Wang

机构 * Sun Yat-sen University（中山大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；autonomous agent(abstract)；分类 cs.AI、cs.LG

Comments Acceptance to NeurIPS 2025 Main Track

Fetch.ai: An Architecture for Modern Multi-Agent Systems

Michael J. Wooldridge, Attila Bagoly, Jonathan J. Ward, Emanuele La Malfa, Gabriel Paludo Licks

机构 * University of Oxford（牛津大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；autonomous agent(abstract)；分类 cs.AI

Comments 26 pages, figures, code examples

Multi-Agent Collaboration via Evolving Orchestration

Yufan Dang, Chen Qian, Xueheng Luo, Jingru Fan, Zihao Xie, Ruijie Shi, Weize Chen, Cheng Yang, Xiaoyin Che, Ye Tian, Xuantang Xiong, Lei Han, Zhiyuan Liu, Maosong Sun

机构 * Tsinghua University（清华大学） ； Shanghai Jiao Tong University（上海交通大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Siemens（西门子） ； Tencent Robotics X（腾讯机器人研究院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.CL

Comments accepted at NeurIPS 2025

Modeling Layered Consciousness with Multi-Agent Large Language Models

Sang Hun Kim, Jongmin Lee, Dongkyu Park, So Young Lee, Yosep Chong

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.CL

Comments 20 pages, 4 figures, accepted for presentation at EMNLP 2025 Workshop on Active and Passive LLM Personalization (PALS) OpenReview: https://openreview.net/forum?id=rUtNkYvGJI

QuantEvolve: Automating Quantitative Strategy Discovery through Multi-Agent Evolutionary Framework

Junhyeog Yun, Hyoun Jun Lee, Insu Jeon

机构 * AI Tech Lab, Qraft Technologies（Qraft Technologies人工智能技术实验室） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 25 pages, 13 figures. Accepted for oral presentation at the 2nd Workshop on LLMs and Generative AI for Finance (AI4F), part of ACM ICAIF 2025, Singapore. Non-archival workshop

LLM-Based Multi-Agent System for Simulating and Analyzing Marketing and Consumer Behavior

Man-Lin Chu, Lucian Terhorst, Kadin Reed, Tom Ni, Weiwei Chen, Rongyu Lin

机构 * School of Business（商学院） ； School of Computing and Engineering（计算与工程学院） ； Quinnipiac University（昆尼皮亚克大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Accepted for publication at IEEE International Conference on e-Business Engineering ICEBE 2025, November 10-12, Buraydah, Saudi Arabia. 8 pages, 5 figures

OPTAGENT: Optimizing Multi-Agent LLM Interactions Through Verbal Reinforcement Learning for Enhanced Reasoning

Zhenyu Bi, Meng Lu, Yang Li, Swastik Roy, Weijie Guan, Morteza Ziyadi, Xuan Wang

机构 * Virginia Tech（弗吉尼亚理工大学） ； College of William and Mary（威廉与玛丽学院） ； Amazon Alexa AI（亚马逊Alexa人工智能） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 8 pages for main content

Static Sandboxes Are Inadequate: Modeling Societal Complexity Requires Open-Ended Co-Evolution in LLM-Based Multi-Agent Simulations

Jinkun Chen, Sher Badshah, Xuemin Yu, Sijia Han

机构 * Meta 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Preprint; feedback welcome

An Automated Multi-modal Evaluation Framework for Mobile Intelligent Assistants Based on Large Language Models and Multi-Agent Collaboration

Meiping Wang, Jian Zhong, Rongduo Han, Liming Kang, Zhengkun Shi, Xiao Liang, Xing Lin, Nan Gao, Haining Zhang

机构 * College of Software, Nankai University（南开大学软件学院） ； vivo AI Lab（vivo人工智能实验室） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Rethinking LLM Uncertainty: A Multi-Agent Approach to Estimating Black-Box Model Uncertainty

Yu Feng, Phu Mon Htut, Zheng Qi, Wei Xiao, Manuel Mager, Nikolaos Pappas, Kishaloy Halder, Yang Li, Yassine Benajiba, Dan Roth

机构 * University of Pennsylvania（宾夕法尼亚大学） ； AWS AI Labs（AWS人工智能实验室） ； Johannes Gutenberg University of Mainz（美因茨约翰内斯·古滕贝格大学） ； Oracle AI（Oracle人工智能） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

Comments EMNLP 2025 Findings

Journal ref EMNLP 2025 Findings

Counterfactual Effect Decomposition in Multi-Agent Sequential Decision Making

Stelios Triantafyllou, Aleksa Sukovic, Yasaman Zolfimoselo, Goran Radanovic

机构 * Max Planck Institute for Software Systems（马克斯·普朗克软件系统研究所） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments ICML 2025

The Trust Paradox in LLM-Based Multi-Agent Systems: When Collaboration Becomes a Security Vulnerability

Zijie Xu, Minfeng Qi, Shiqing Wu, Lefeng Zhang, Qiwen Wei, Han He, Ningran Li

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)

Stop Reducing Responsibility in LLM-Powered Multi-Agent Systems to Local Alignment

Jinwei Hu, Yi Dong, Shuang Ao, Zhuoyun Li, Boxuan Wang, Lokesh Singh, Guangliang Cheng, Sarvapali D. Ramchurn, Xiaowei Huang

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)

Comments Updated manuscript of our previous version (arXiv:2502.01714). Under review

ATL*AS: An Automata-Theoretic Approach and Tool for the Verification of Strategic Abilities in Multi-Agent Systems

Sofia Garcia de Blas Garcia-Alcalde, Francesco Belardinelli

专题命中 多智能体 ：agent(title)；multi-agent(title)

Challenges in Testing Large Language Model Based Software: A Faceted Taxonomy

Felix Dobslaw, Robert Feldt, Juyeon Yoon, Shin Yoo

机构 * Mid Sweden University（Mid Sweden大学） ； Chalmers University of Technology（查尔姆斯理工大学） ； KAIST（韩国科学技术院） 纠错

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.SE

Joint Optimization of Cooperation Efficiency and Communication Covertness for Target Detection with AUVs

Xueyao Zhang, Bo Yang, Zhiwen Yu, Xuelin Cao, Wei Xiang, Bin Guo, Liang Wang, Billy Pik Lik Lau, George C. Alexandropoulos, Jun Luo, Mérouane Debbah, Zhu Han, Chau Yuen

机构 * School of Computer Science, Northwestern Polytechnical University（西北工业大学计算机学院） ； School of Cyber Engineering, Xidian University（西安电子科技大学网络空间安全学院） ； Yichang Testing Technology Research Institute（宜昌测试技术研究所） ； Department of Informatics and Telecommunications, National and Kapodistrian University of Athens（希腊雅典国家与kapodistrian大学信息与电信系） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） ； KU 6G Research Center, Department of Computer and Information Engineering, Khalifa University（阿布扎比哈利法大学计算机与信息工程系6G研究中心） ； Department of Computer Science and Engineering, Kyung Hee University（韩国庆熙大学计算机科学与工程系） 纠错

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)；分类 cs.LG

Distributed Allocation and Resource Scheduling Algorithms Resilient to Link Failure

Mohammadreza Doostmohammadian, Sergio Pequito

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)

Comments European Journal of Control

From AutoRecSys to AutoRecLab: A Call to Build, Evaluate, and Govern Autonomous Recommender-Systems Research Labs

Joeran Beel, Bela Gipp, Tobias Vente, Moritz Baumgart, Philipp Meister

专题命中 工作流自动化 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

DanmakuTPPBench: A Multi-modal Benchmark for Temporal Point Process Modeling and Understanding

Yue Jiang, Jichu Li, Yang Liu, Dingkang Yang, Feng Zhou, Quyu Kong

机构 * Fudan University（复旦大学） ； Center for Applied Statistics and School of Statistics, Renmin University of China（应用统计中心和中国人民大学统计学院） ； Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing（北京未来区块链与隐私计算高级创新中心） 纠错

专题命中 工作流自动化 ：agent(abstract)；multi-agent(abstract)；分类 cs.CL、cs.LG

Comments Accepted by Neural Information Processing Systems (NeurIPS 2025)

Subject-Event Ontology Without Global Time: Foundations and Execution Semantics

Alexander Boldachev

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.CL

Comments 32 pages

Sim2Dust: Mastering Dynamic Waypoint Tracking on Granular Media

Andrej Orsula, Matthieu Geist, Miguel Olivares-Mendez, Carol Martinez

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.LG

Comments Accepted for publication at the 2025 International Conference on Space Robotics (iSpaRo) | The source code is available at https://github.com/AndrejOrsula/space_robotics_bench

EvoSyn: Generalizable Evolutionary Data Synthesis for Verifiable Learning

He Du, Bowen Li, Aijun Yang, Siyang He, Qipeng Guo, Dacheng Tao

机构 * Fudan University（复旦大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 工作流自动化 ：agentic(abstract)；分类 cs.AI、cs.LG

CompactPrompt: A Unified Pipeline for Prompt Data Compression in LLM Workflows

Joong Ho Choi, Jiayang Zhao, Jeel Shah, Ritvika Sonawane, Vedant Singh, Avani Appalla, Will Flanagan, Filipe Condessa

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

专题命中 工作流自动化 ：agentic(abstract)；分类 cs.AI

Comments Workshop on LLMs and Generative AI for Finance at ACM ICAIF 2025