AI Agent

Cloud-Fog-Edge Collaborative Computing for Sequential MIoT Workflow: A Two-Tier DDPG-Based Scheduling Framework

Yuhao Fu, Yinghao Zhang, Yalin Liu, Bishenghui Tao, Junhong Ruan

机构 * Hong Kong Metropolitan University（香港理工大学） ； Guangdong Key Lab of AI and Multi-Modal Data Processing（广东人工智能与多模态数据处理重点实验室） ； Hong Kong University of Science and Technology（香港科学大学） 纠错

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

Comments 14 pages, 3 figures, 2 tables

SPICE: A Synergistic, Precise, Iterative, and Customizable Image Editing Workflow

Kenan Tang, Yanhong Li, Yao Qin

机构 * University of California, Santa Barbara（加州大学圣芭芭拉分校） 纠错

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

Comments The paper has been accepted to NeurIPS Creative AI Track 2025. Figure 4(c) has been accepted to CVPR AI Art Gallery 2025

Failure-Driven Workflow Refinement

Jusheng Zhang, Kaitong Cai, Qinglin Zeng, Ningyuan Liu, Stephen Fan, Ziliang Chen, Keze Wang

机构 * Sun Yat-sen University（中山大学） ； X-Era AI Lab（X-Era人工智能实验室） 纠错

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

DecEx-RAG: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision

Yongqi Leng, Yikun Lei, Xikai Liu, Meizhi Zhong, Bojian Xiong, Yurong Zhang, Yan Gao, Yi Wu, Yao Hu, Deyi Xiong

机构 * TJUNLP Lab, College of Intelligence and Computing, Tianjin University（天津大学智能计算学院实验室） ； Xiaohongshu Inc.（小红书公司） 纠错

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

AutoPentester: An LLM Agent-based Framework for Automated Pentesting

Yasod Ginige, Akila Niroshan, Sajal Jain, Suranga Seneviratne

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

Comments IEEE TrustCom 2025 10 pages

PSG-Agent: Personality-Aware Safety Guardrail for LLM-based Agents

Yaozu Wu, Jizhou Guo, Dongyuan Li, Henry Peng Zou, Wei-Chieh Huang, Yankai Chen, Zhen Wang, Weizhi Zhang, Yangning Li, Meng Zhang, Renhe Jiang, Philip S. Yu

机构 * The University of Tokyo（东京大学） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； Zhejiang University（浙江大学） 纠错

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

Advanced Architectures Integrated with Agentic AI for Next-Generation Wireless Networks

Kapal Dev, Sunder Ali Khowaja, Keshav Singh, Engin Zeydan, Merouane Debbah

机构 * Munster Technological University（穆斯廷技术大学） ； School of Computing（计算学院） ； Dublin City University（都柏林城市大学） ； ADAPT Centre（ADAPT中心） ； Centre Tecnològic de Telecomunicacions de Catalunya（加泰罗尼亚电信技术中心） ； National Sun Yat-sen University（国立成功大学） ； Khalifa University（哈利法大学） 纠错

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

Comments 6 Pages

AutoSpec: An Agentic Framework for Automatically Drafting Patent Specification

Ryan Shea, Zhou Yu

机构 * Columbia University（哥伦比亚大学） 纠错

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

Comments EMNLP Findings 2025

GATES: Cost-aware Dynamic Workflow Scheduling via Graph Attention Networks and Evolution Strategy

Ya Shen, Gang Chen, Hui Ma, Mengjie Zhang

机构 * Centre for Data Science and Artificial Intelligence & School of Engineering and Computer Science（数据科学与人工智能中心及工程与计算机科学学院） 纠错

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

Comments This paper has been accepted by the 34th International Joint Conference on Artificial Intelligence (IJCAI-2025)

OpenLens AI: Fully Autonomous Research Agent for Health Infomatics

Yuxiao Cheng, Jinli Suo

机构 * Department of Automation, Tsinghua University（自动化系，清华大学） ； Institute for Brain and Cognitive Science, Tsinghua University（脑与认知科学研究院，清华大学） 纠错

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

Maestro: Self-Improving Text-to-Image Generation via Agent Orchestration

Xingchen Wan, Han Zhou, Ruoxi Sun, Hootan Nakhost, Ke Jiang, Rajarishi Sinha, Sercan Ö. Arık

机构 * Google（谷歌） 纠错

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

Comments 15 pages, 7 figures, 2 tables (22 pages, 9 figures and 3 tables including references and appendices)

Self-Optimizing Machine Learning Potential Assisted Automated Workflow for Highly Efficient Complex Systems Material Design

Jiaxiang Li, Junwei Feng, Jie Luo, Bowen Jiang, Xiangyu Zheng, Qigang Song, Jian Lv, Keith Butler, Hanyu Liu, Congwei Xie, Yu Xie, Yanming Ma

机构 * Key Laboratory of Material Simulation Methods \& Software of Ministry of Education, College of Physics, Jilin University, Changchun 130012, China ； Research Center for Crystal Materials, State Key Laboratory of Functional Materials ； Devices for Special Environmental Conditions, Xinjiang Key Laboratory of Functional Crystal Materials, Xinjiang Technical Institute of Physics ； Chemistry, Chinese Academy of Sciences, 40-1 South Beijing Road, Urumqi 830011, China ； State Key Laboratory of Superhard Materials, College of Physics, Jilin University, Changchun 130012, China ； Department of Chemistry, University College London, Gordon Street, London, WC1H 0AJ, UK ； International Center of Future Science, Jilin University, Changchun 130012, China ； Key Laboratory of Physics ； Technology for Advanced Batteries of Ministry of Education, College of Physics, Jilin University, Changchun, 130012, China 纠错

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

MedFactEval and MedAgentBrief: A Framework and Workflow for Generating and Evaluating Factual Clinical Summaries

François Grolleau, Emily Alsentzer, Timothy Keyes, Philip Chung, Akshay Swaminathan, Asad Aali, Jason Hom, Tridu Huynh, Thomas Lew, April S. Liang, Weihan Chu, Natasha Z. Steele, Christina F. Lin, Jingkun Yang, Kameron C. Black, Stephen P. Ma, Fateme N. Haredasht, Nigam H. Shah, Kevin Schulman, Jonathan H. Chen

机构 * Center for Biomedical Informatics Research, Stanford University（生物医学信息学研究所在斯坦福大学） ； Department of Biomedical Data Science, Stanford University（生物医学数据科学系，斯坦福大学） ； Stanford Health Care（斯坦福健康中心） ； Department of Anesthesiology and Pain Medicine, Stanford Medicine（麻醉与疼痛医学系，斯坦福医学院） ； Department of Radiology, Stanford University（放射科，斯坦福大学） ； Stanford Clinical Excellence Research Center, Stanford University（斯坦福临床卓越研究中心，斯坦福大学） ； Department of Medicine, Stanford University（医学系，斯坦福大学） 纠错

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

Towards Log Analysis with AI Agents: Cowrie Case Study

Enis Karaarslan, Esin Güler, Efe Emir Yüce, Cagatay Coban

机构 * MSKÜ Engineering Faculty, Department of Computer Engineering, Türkiye（MSKÜ工程学院计算机工程系） ； MSKÜ Institute of Science, Deparment of AI（MSKÜ科学研究院人工智能系） 纠错

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

RepoForge: Training a SOTA Fast-thinking SWE Agent with an End-to-End Data Curation Pipeline Synergizing SFT and RL at Scale

Zhilong Chen, Chengzong Zhao, Boyuan Chen, Dayi Lin, Yihao Chen, Arthur Leung, Gopi Krishnan Rajbahadur, Gustavo A. Oliva, Haoxiang Zhang, Aaditya Bhatia, Chong Chun Yong, Ahmed E. Hassan

专题命中 工作流自动化 ：agent(title,abstract)；分类 cs.SE

Text-to-Layout: A Generative Workflow for Drafting Architectural Floor Plans Using LLMs

Jayakrishna Duggempudi, Lu Gao, Ahmed Senouci, Zhe Han, Yunpeng Zhang

机构 * Department of Civil and Environmental Engineering, University of Houston（土木与环境工程系，休斯顿大学） ； Center for Transportation Research, The University of Texas at Austin（交通研究中心，德克萨斯大学奥斯汀分校） ； Department of Information Science Technology, University of Houston（信息科学与技术系，休斯顿大学） 纠错

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

MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems

Sri Ram Macharla, Sridhar Murthy J, Anjaneyulu Pasala

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

Comments Abstract accepted for presentation at ACM ISEC 2025

Servant, Stalker, Predator: How An Honest, Helpful, And Harmless (3H) Agent Unlocks Adversarial Skills

David Noever

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

AutoDCWorkflow: LLM-based Data Cleaning Workflow Auto-Generation and Benchmark

Lan Li, Liri Fang, Bertram Ludäscher, Vetle I. Torvik

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Comments EMNLP Findings, 2025

Opus: A Prompt Intention Framework for Complex Workflow Generation

Théo Fagnoni, Mahsun Altin, Chia En Chung, Phillip Kingston, Alan Tuning, Dana O. Mohamed, Inès Adnani

机构 * AppliedAI 纠错

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

Comments 39 pages, 24 figures

From Prompt to Pipeline: Large Language Models for Scientific Workflow Development in Bioinformatics

Khairul Alam, Banani Roy

专题命中 工作流自动化 ：workflow(title,abstract)；分类 cs.SE

Comments 46pages

Whose Truth? Pluralistic Geo-Alignment for (Agentic) AI

Krzysztof Janowicz, Zilong Liu, Gengchen Mai, Zhangyu Wang, Ivan Majic, Alexandra Fortacz, Grant McKenzie, Song Gao

机构 * University of Vienna（维也纳大学） ； University of Texas at Austin（德克萨斯大学奥斯汀分校） ； University of Maine（缅因大学） ； McGill University（麦吉尔大学） ； University of Wisconsin（威斯康星大学） 纠错

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

Toward a Trustworthy Optimization Modeling Agent via Verifiable Synthetic Data Generation

Vinicius Lima, Dzung T. Phan, Jayant Kalagnanam, Dhaval Patel, Nianjun Zhou

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

Comments 25 pages

Agentic Privacy-Preserving Machine Learning

Mengyu Zhang, Zhuotao Liu, Jingwen Huang, Xuanqi Liu

机构 * Tsinghua University（清华大学） 纠错

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

LA-RCS: LLM-Agent-Based Robot Control System

TaekHyun Park, YoungJun Choi, SeungHoon Shin, Kwangil Lee

机构 * Pusan National University（釜山国立大学） ； National Korea Maritime & Ocean University（韩国海洋与海洋大学） ； Republic of Korea Navy（韩国海军） 纠错

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

Journal ref Senors and Materials 2025

Equivariant Map and Agent Geometry for Autonomous Driving Motion Prediction

Yuping Wang, Jier Chen

机构 * University of Michigan（密歇根大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 工作流自动化 ：agent(title,abstract)；分类 cs.LG

Managing Machine Learning Workflow Components

Marcio Moreno, Vítor Lourenço, Sandro Rama Fiorini, Polyana Costa, Rafael Brandão, Daniel Civitarese, Renato Cerqueira

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

Comments 12 pages, 3 figures, to appear at the International Journal of Semantic Computing, 14(2), 2020

Journal ref International Journal of Semantic Computing 14 (2020) 295-309

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges

Matteo Lupinacci, Francesco Blefari, Francesco Romeo, Francesco Aurelio Pironti, Angelo Furfaro

机构 * University of Calabria（卡拉布里亚大学） ； IMT School for Advenced Studies（IMT高级研究学院） 纠错

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

Integrating IP Broadcasting with Audio Tags: Workflow and Challenges

Rhys Burchett-Vass, Arshdeep Singh, Gabriel Bibbó, Mark D. Plumbley

机构 * University of Surrey（苏塞克斯大学） ； Centre for Vision Speech and Signal Processing (CVSSP)（视觉语音与信号处理中心） 纠错

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

Comments Accepted for publication in 2025 AES International Conference on Artificial Intelligence and Machine Learning for Audio

Machine Learning Workflow for Analysis of High-Dimensional Order Parameter Space: A Case Study of Polymer Crystallization from Molecular Dynamics Simulations

Elyar Tourani, Brian J. Edwards, Bamin Khomami

机构 * Materials Research and Innovation Laboratory, Department of Chemical and Biomolecular Engineering, University of Tennessee（材料研究与创新实验室，化学与生物分子工程系，田纳西大学） 纠错

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

Comments 30 pages, 8 figures, 1 table