Y. L. Xiao

PDP-FD: Federated Knowledge Distillation Based on Personalized Differential Privacy

2025

Federated learning (FL) is a privacy-preserving distributed machine learning approach that enables training by exchanging model parameters without uploading local private data. However, the data heterogeneity across clients poses significant challenges in achieving personalized privacy …