Sheng Sun

UAV-Enabled Federated Learning in Dynamic Environments: Efficiency and Security Trade-Off

2023 · IEEE Transactions on Vehicular Technology

Unmanned aerial vehicles (UAVs) can be deployed as flying base stations to provide wireless communication and machine learning (ML) training services for ground user equipments (UEs). Due to privacy concerns, many UEs are not willing …

Knowledge Distillation in Federated Edge Learning: A Survey

2024

The increasing demand for intelligent services coupled with privacy protection of mobile and Internet of Things (IoT) devices motivates the widespread adoption of Federated Edge Learning (FEL), which enables devices to collaboratively train on-device Machine …