Agentic Federated Learning: The Future of Distributed Training Orchestration
Institute of Computing, University of Campinas（坎皮纳斯州立大学计算研究所）；Hub of Artificial Intelligence and Cognitive Architectures - H.IAAC（人工智能与认知架构中心 - H.IAAC）
Rafael O. Jarczewski, Gabriel U. Talasso, Leandro Villas, Allan M. de Souza
Although Federated Learning (FL) promises privacy and distributed collaboration, its effectiveness in real-world scenarios is often hampered by the stochastic heterogeneity of clients and unpredictable system dynamics. Existing static optimization approaches fail to adapt to these fluctuations, resulting in resource underutilization and systemic bias. In this work, we propose a paradigm shift towards Agentic-FL, a framework where Language Model-based Agents (LMagents) assume autonomous orchestration roles. Unlike rigid protocols, we demonstrate how server-side agents can mitigate selection bias through contextual reasoning, while client-side agents act as local guardians, dynamically managing privacy budgets and adapting model complexity to hardware constraints. More than just resolving technical inefficiencies, this integration signals the evolution of FL towards decentralized ecosystems, where collaboration is negotiated autonomously, paving the way for future markets of incentive-based models and algorithmic justice. We discuss the reliability (hallucinations) and security challenges of this approach, outlining a roadmap for resilient multi-agent systems in federated environments.
An Agentic AI Control Plane for 6G Network Slice Orchestration, Monitoring, and Trading
Florida International University, USA（佛罗里达国际大学）；Center for Wireless Communications, University of Oulu, Finland（无线通信中心，奥卢大学）；Accenture Technology Labs, Arlington, VA, USA（埃森哲技术实验室）；Nanyang Technological University, Singapore（南洋理工大学）
Agentic AI with Orchestrator-Agent Trust: A Modular Visual Classification Framework with Trust-Aware Orchestration and RAG-Based Reasoning
University of the Peloponnese, Department of Informatics and Telecommunications（希腊皮埃蒙特大学信息与电信系）；Cornell University, Department of Biological and Environmental Engineering（康奈尔大学生物与环境工程系）
SkillFlow: Flow-Driven Recursive Skill Evolution for Agentic Orchestration
The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））；National University of Singapore（新加坡国立大学）；Nanyang Technological University（南洋理工大学）；Zhejiang University（浙江大学）
Octopus: Agentic Multimodal Reasoning with Six-Capability Orchestration
Sun Yat-sen University（中山大学）；Shanghai Jiao Tong University（上海交通大学）；Zhejiang University（浙江大学）；Tsinghua University（清华大学）；Peking University（北京大学）；The Hong Kong University of Science and Technology（香港科技大学）；University of Chinese Academy of Sciences（中国科学院大学）
DUCTILE: Agentic LLM Orchestration of Engineering Analysis in Product Development Practice
Product Development Division, Department of Mechanical Engineering, Chalmers University of Technology, Gothenburg, Sweden（产品开发部门，机械工程系，楚姆勒斯技术大学，哥德堡，瑞典）；GKN Aerospace Engine Systems, Trollhättan, Sweden（GKN航空发动机系统，特罗尔哈塔纳，瑞典）
Position: agentic AI orchestration should be Bayes-consistent
ESSEC Business School（ESSEC商学院）；VinUniversity（文大学）；Imperial College London（伦敦帝国理工学院）；Mila - Quebec AI Institute（魁北克人工智能研究所）；Technical University of Denmark（丹麦技术大学）；Pyramidal Inc.（Pyramidal公司）；University of Notre Dame（诺特大学）；Cognizant AI Lab（Cognizant人工智能实验室）；University College London（伦敦大学学院）；KTH Royal Institute of Technology（瑞典皇家理工学院）；Ghent University（根特大学）；New York University（纽约大学）
Orchestration Framework for Financial Agents: From Algorithmic Trading to Agentic Trading
SecureFinAI Lab, Columbia University（安全金融人工智能实验室，哥伦比亚大学）；Purdue University（普渡大学）；Rensselaer Polytechnic Institute（拉特格斯理工学院）；Stevens Institute of Technology（史蒂文斯理工学院）
Semantic Chain-of-Trust: Autonomous Trust Orchestration for Collaborator Selection via Hypergraph-Aided Agentic AI
Department of Electrical and Computer Engineering, Western University（电气与计算机工程系，西部大学）；College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学）
From Single Chatbots to Governed Agent Ecosystems: An Agentic AI Pattern Catalogue and Orchestration Framework for Mission-Critical Hospital Information Management Systems
A Quantum-Assisted Agentic Distributed Artificial Intelligence Framework for Deadline-Bounded Orchestration of Hybrid Renewable Microgrids
Philips University（菲利普斯大学）；University of Cyprus（塞浦路斯大学）；CYENS Centre of Excellence（CYENS卓越中心）；Japan Advanced Institute of Science and Technology（日本先端科学技术大学院大学）；Doshisha University（同志社大学）
MOSAIC: Modular Orchestration for Structured Agentic Intelligence and Composition
Department of Computer Science, National University of Singapore（新加坡国立大学计算机科学系）；University College London（伦敦大学学院）；University of Edinburgh（爱丁堡大学）；Data & Analytics, Digital X（Digital X 数据与分析部）；Alan Turing Institute（艾伦·图灵研究所）
Federated Agentic AI for Wireless Networks: Fundamentals, Approaches, and Applications
Research Center of 6G Mobile Communications, School of Cyber Science and Engineering, Huazhong University of Science and Technology（6G移动通信研究中心，信息科学与工程学院，华中科技大学）；College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学）；School of Engineering, Edith Cowan University（工程学院，埃迪斯·科文大学）；School of Computer Science and Engineering, University of New South Wales (UNSW)（计算机科学与工程学院，新南威尔士大学）；School of Electrical and Computer Engineering, University of Sydney（电气与计算机工程学院，悉尼大学）；Graduate School of Information Sciences, Tohoku University（信息科学研究生院，东北大学）
University of Houston–Clear Lake（休斯顿大学清水湖分校）；Infodat International Inc.（信息数据国际公司）；Cardinal Health（红衣主教健康公司）；Fontus Labs Inc.（方图斯实验室公司）；Stockton University（斯托克顿大学）
Robust and Efficient Tool Orchestration via Layered Execution Structures with Reflective Correction
Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS, USA（电气工程与计算机科学系，堪萨斯大学）；NEC Laboratories America, Princeton, NJ, USA（NEC美国实验室，新泽西州普林斯顿）；Institute for Infocomm Research, A*STAR, Singapore（信息通信研究所，A*STAR，新加坡）；School of Computer Science, University of Auckland, Auckland, New Zealand（计算机科学学院，奥克兰大学）；Department of Statistics, University of Wisconsin--Madison, Madison, WI, USA（统计学系，威斯康星大学麦迪逊分校）
Agentic Trust Coordination for Federated Learning through Adaptive Thresholding and Autonomous Decision Making in Sustainable and Resilient Industrial Networks
London South Bank University（伦敦南岸大学）；Instituto de Telecomunicações（电信研究所）
From Privacy to Trust in the Agentic Era: A Taxonomy of Challenges in Trustworthy Federated Learning Through the Lens of Trust Report 2.0
Department of Computer Science and Artificial Intelligence, Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI) University of Granada（计算机科学与人工智能系，数据科学与计算智能安达卢西亚研究 institute，格拉纳达大学）；Department of Software Engineering, Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI) University of Granada（软件工程系，数据科学与计算智能安达卢西亚研究 institute，格拉纳达大学）
A Practical Guide for Designing, Developing, and Deploying Production-Grade Agentic AI Workflows
Old Dominion University（旧 Dominion 大学）；Florida International University（佛罗里达国际大学）；Nanyang Technological University（南洋理工大学）；University of Colombo（科伦坡大学）
SoK: Agentic Retrieval-Augmented Generation (RAG): Taxonomy, Architectures, Evaluation, and Research Directions
University of North Dakota（北达科他大学）；Youngstown State University（青年州大学）；University of Toledo（托莱多大学）；University of Missouri（密苏里大学）；Tribhuvan University（特里布文大学）
LAFA: Agentic LLM-Driven Federated Analytics over Decentralized Data Sources
Shanghai Jiao Tong University（上海交通大学）；Peng Cheng Laboratory（鹏城实验室）；The University of Hong Kong（香港大学）；Zhejiang University（浙江大学）；The Hong Kong Polytechnic University（香港理工大学）；University of Houston（休斯顿大学）
Tsinghua University（清华大学）；Shanghai Jiao Tong University（上海交通大学）；The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））；Renmin University of China（中国人民大学）
