Bias-Aware Minimisation: Understanding and Mitigating Estimator Bias in Private SGD

Moritz Knolle, Robert Dorfman, Alexander Ziller +2

Differentially private SGD (DP-SGD) holds the promise of enabling the safe and responsible application of machine learning to sensitive datasets. However, DP-SGD only provides a bi…