Stabilization of Perturbed Loss Function: Differential Privacy without Gradient Noise

Salman Habib, Remi Chou, Taejoon Kim

We propose SPOF (Stabilization of Perturbed Loss Function), a differentially private training mechanism intended for multi-user local differential privacy (LDP). SPOF perturbs a st…