SecureDrive-FL creates the first closed-loop DP+HE privacy pipeline by coupling DP-SGD with GASHE, unifying training-time privacy and communication-time confidentiality

SecureDrive-FL, a federated driver monitoring framework that couples DP-SGD with GASHE to create the first closed-loop DP+HE privacy pipeline: DP-SGD calibration parameters directly derive the GASHE encryption mask, unifying training-time privacy and communication-time confidentiality

http://arxiv.org/abs/2608.27108v1