BriarPatches: Pixel-Space Interventions for Inducing Demographic Parity

Alexey A. Gritsenko, Alex D'Amour, James Atwood +2

We introduce the BriarPatch, a pixel-space intervention that obscures sensitive attributes from representations encoded in pre-trained classifiers. The patches encourage internal m…