Jinglong Shen

Joint Resource Allocation and User Scheduling Scheme for Federated Learning

2021 · 2021 IEEE 94th Vehicular Technology Conference (VTC2021-Fall)

This paper investigates the impact of communication factors on the convergence performance of federated learning (FL) in wireless networks. Considering the limited communication resources in wireless networks, it is difficult to schedule all users to …

RingSFL: An Adaptive Split Federated Learning Towards Taming Client Heterogeneity

2023 · IEEE Transactions on Mobile Computing

Federated learning (FL) has gained increasing attention due to its ability to collaboratively train while protecting client data privacy. However, vanilla FL cannot adapt to client heterogeneity, leading to a degradation in training efficiency due …