Learning Multi-Access Point Coordination in Agentic AI Wi-Fi with Large Language Models
School of Information Science and Engineering（信息科学与工程学院）；Purple Mountain Laboratories（紫金山实验室）；Wireless Technology Lab, 2012 Labs, Huawei Technologies Co., Ltd（无线技术实验室，2012实验室，华为技术有限公司）
Yifan Fan, Le Liang, Peng Liu, Xiao Li, Ziyang Guo, Qiao Lan, Shi Jin, Wen Tong
Multi-access point coordination (MAPC) is a key technology for enhancing throughput in next-generation Wi-Fi within dense overlapping basic service sets. However, existing MAPC protocols rely on static, protocol-defined rules, which limits their ability to adapt to dynamic network conditions such as varying interference levels and topologies. To address this limitation, we propose a novel Agentic AI Wi-Fi framework where each access point, modeled as an autonomous large language model agent, collaboratively reasons about the network state and negotiates adaptive coordination strategies in real time. This dynamic collaboration is achieved through a cognitive workflow that enables the agents to engage in natural language dialogue, leveraging integrated memory, reflection, and tool use to ground their decisions in past experience and environmental feedback. Comprehensive simulation results demonstrate that our agentic framework successfully learns to adapt to diverse and dynamic network environments, significantly outperforming the state-of-the-art spatial reuse baseline and validating its potential as a robust and intelligent solution for future wireless networks.
Towards Adaptive, Scalable, and Robust Coordination of LLM Agents: A Dynamic Ad-Hoc Networking Perspective
Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学北京校区人工智能学院）；Huawei Technologies Ltd.（华为技术有限公司）；Beijing University of Posts and Telecommunications（北京邮电大学）
Hardware-Enforced Semantic Coordination for Safety-Critical Real-Time Autonomous Systems
Department of Computer Science University of the Bundeswehr Munich Neubiberg, Germany；Department of Computer Science Sapienza University of Rome Rome, Italy；STAKE Lab University of Molise Campobasso, Italy
The Internet of Agentic AI: Communication, Coordination, and Collective Intelligence at Scale
Department of Electrical and Computer Engineering（电气与计算机工程系）；NYU Center for Cybersecurity（纽约大学网络安全中心）；NYU Tandon School of Engineering（纽约大学坦顿工程学院）；New York University（纽约大学）
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）
Internet of Agentic AI: Incentive-Compatible Distributed Teaming and Workflow
Department of Electrical and Computer Engineering, Tandon School of Engineering, New York University, Brooklyn, NY, USA（电气与计算机工程系，工程学院，纽约大学，布鲁克林，纽约，美国）
CoordField: Coordination Field for Agentic UAV Task Allocation In Low-altitude Urban Scenarios
Department of Engineering Science, Faculty of Innovation Engineering, Macau University of Science and Technology（工程科学系，创新工程学院，澳门科学技术大学）；State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（多模态人工智能系统国家重点实验室，自动化研究所，中国科学院）；Doctoral School of Applied Informatics and Applied Mathematics, Óbuda University（应用信息与应用数学博士学院，奥布达大学）；School of Artificial Intelligence, Anhui University（人工智能学院，安徽大学）；State Key Laboratory for Management and Control of Complex Systems（复杂系统管理与控制国家重点实验室）
Consistent Plan-Act for Long-Horizon Agentic Tasks
Nanjing University（南京大学）；National Key Laboratory for Novel Software Technology, Nanjing University（南京大学计算机软件新技术全国重点实验室）；Meituan（美团）；University of Science and Technology of China（中国科学技术大学）
Foundation Protocol: A Coordination Layer for Agentic Society
Singapore University of Technology and Design（新加坡科技设计大学）；City University of Hong Kong（香港城市大学）；Singapore Management University（新加坡管理学院）；Nanyang Technological University（南洋理工大学）；Duke University（杜克大学）；University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）；Hong Kong Polytechnic University（香港理工大学）
Empathic and agentic artificial intelligence in nursing: perspectives on a human-centered framework for cancer care navigation in the United States
University of Tennessee Health Science Center, College of Nursing（田纳西大学健康科学中心护理学院）；University of Tennessee Health Science Center, Center for Biomedical Informatics, Department of Pediatrics（田纳西大学健康科学中心生物医学信息中心，儿科系）；University of Tennessee Health Science Center, Department of Radiation Oncology（田纳西大学健康科学中心放射肿瘤学系）
Flowr -- Scaling Up Retail Supply Chain Operations Through Agentic AI in Large Scale Supermarket Chains
Old Dominion University（老道明大学）；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）；Center for Wireless Communications, University of Oulu（奥卢大学无线通信中心）；University of Sri Jayewardenepura（斯里贾亚瓦德纳普拉大学）；Accenture Technology Labs（埃森哲技术实验室）
Context-Aware Agentic Power Resources Optimisation in EV using Smart2ChargeApp
Faculty of Computing, Engineering and the Built Environment（计算、工程与建成环境学院）；Birmingham City University（伯明翰城市大学）；Department of Information Systems, College of Computing and Informatics（信息系统系，计算与信息学院）；The University of Sharjah（沙迦大学）
Towards 6G Native-AI Edge Networks: A Semantic-Aware and Agentic Intelligence Paradigm
College of Computer Science, University of Exeter, Exeter, U.K.（埃克塞特大学计算机科学学院）；Sony China Research Laboratory, Beijing, China（索尼中国研究实验室）；School of Information Science and Engineering, Southeast University, Nanjing, China（东南大学信息科学与工程学院）；Purple Mountain Laboratories, Nanjing, China（紫金山实验室）；Information System Technology and Design Pillar, Singapore University of Technology and Design, Singapore（新加坡科技设计大学信息系统技术与设计支柱）
From RAN Control to Agentic Intelligence: Architecture and Vision for Energy Efficient AI-RAN
Ericsson Research（爱立信研究）；Laboratory of Signals and Systems (L2S)（信号与系统实验室）；Universite Paris-Saclay（巴黎-萨克雷大学）；CentraleSupelec（中央超导大学）；CNRS（国家科学研究中心）；BubbleRAN；Orange Innovation（Orange创新）
Agentic AI-Empowered Conversational Embodied Intelligence Networks in 6G
Key Laboratory of Broadband Wireless Communication and Sensor Network Technology（宽带无线通信与传感网络技术重点实验室）；Nanjing University of Posts and Telecommunications（南京邮电大学）；College of Technological Innovation（技术创新学院）
Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web
Shanghai Innovation Institute（上海创新研究院）；Shanghai Jiao Tong University（上海交通大学）；Harbin Institute of Technology（哈尔滨工业大学）；Sun Yat-sen University（中山大学）；University of Oxford（牛津大学）；Holos Engineering
