Qazi Waqas Khan

Cross-cluster precision-guided knowledge fusion for fair and personalized federated learning

2025 · Alexandria Engineering Journal

We propose a Personalized Precision-Centric Clustered Federated Learning (PPCFL) framework to address statistical heterogeneity and model personalization challenges in Federated Learning. PPCFL introduces a layer-wise, angular dissimilarity-based clustering mechanism that groups nodes with similar optimization …