J H Lee

HCFL: hybrid contribution-driven federated learning for fair and efficient optimization

2026 · Scientific Reports

Federated Learning (FL) enables collaborative model training across decentralized data silos while preserving data privacy. However, client selection strategies in conventional FL processes typically rely on single-dimensional evaluation metrics, which fail to capture data diversity …