Aparna Kumari

DiabSecure: Federated-TinyML-enabled unified Privacy-Preserving Framework for Diabetes Risk Assessment using Zero-Trust Blockchain

2025

In this paper, we introduce DiabSecure: a decentralized framework based on FL for real-time diabetes risk prediction using wearable healthcare devices. Local TinyML models deployed on each wearable device are trained on-device, with no need …