3 papers
cs.NI2026
Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things
Shaowen Qin, Jianfeng Zeng, Haodong Guo +3
Intent-Based Networking (IBN) offers a promising paradigm for intelligent and automated network control in Industrial Internet of Things (IIoT) environments by translating high-lev…
cs.LG2025
Meta-Computing Enhanced Federated Learning in IIoT: Satisfaction-Aware Incentive Scheme via DRL-Based Stackelberg Game
Xiaohuan Li, Shaowen Qin, Xin Tang +5
The Industrial Internet of Things (IIoT) leverages Federated Learning (FL) for distributed model training while preserving data privacy, and meta-computing enhances FL by optimizin…
cs.AI2025
Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism
Xin Tang, Qian Chen, Fengshun Li +5
With the growing demand for Uncrewed Aerial Vehicle (UAV) networks in sensitive applications, such as urban monitoring, emergency response, and secure sensing, ensuring reliable co…