Tomoya Murata

DP-Norm: Differential Privacy Primal-Dual Algorithm for Decentralized Federated Learning

2024 · IEEE Transactions on Information Forensics and Security

A novel algorithm is proposed for highly privacy-preserving decentralized federated learning (FL). Several studies have reported security risks in decentralized FL by reconstructing data even from model update differences. A common approach to overcome this …