DP-MacAdam: Differentially Private Mechanism with Adaptive Clipping and Adaptive Momentum

Naima Tasnim, Lalitha Sankar, Oliver Kosut

Differentially private stochastic gradient descent (DP-SGD) has become the standard framework for privacy-preserving machine learning, yet its reliance on a fixed gradient clipping…