Akarsh K. Nair

SynPre-FL: Synthetic data-driven pretraining integrated Federated Learning training framework

SynPre-FL is proposed, a unified framework combining high-fidelity synthetic EHR generation with synthetic-pretrained FL for robust prediction under non-IID conditions and provides a practical and reproducible framework to enable privacy-aware, interpretable, and robust clinical prediction from distributed tabular EHR data.