#federated learning
Nov 2026
FedPKD+: A Prototype-Based Framework for Efficient and Flexible Heterogeneous Federated Learning
Federated Learning (FL) enables collaborative model training across mobile and edge devices without sharing raw data, but its deployment is hindered by <italic>system heterogeneity</italic> and <italic>non-IID</italic> data. Existing FL methods either require homogeneous architectures or suffer from accuracy loss and h...
Tong Liu, Feng Lyu, Shucheng Li et al.
· IEEE Transactions on Mobile... · 0 citations