Exploring the Unfairness of DP-SGD Across Settings

no code implementations • 24 Feb 2022 • Frederik Noe, Rasmus Herskind, Anders Søgaard

We establish a negative, logarithmic correlation between privacy and fairness in the case of linear classification and robust deep learning.

Classification Dimensionality Reduction +2