BriarPatches: Pixel-Space Interventions for Inducing Demographic Parity

17 Dec 2018Alexey A. GritsenkoAlex D'AmourJames AtwoodYoni HalpernD. Sculley

We introduce the BriarPatch, a pixel-space intervention that obscures sensitive attributes from representations encoded in pre-trained classifiers. The patches encourage internal model representations not to encode sensitive information, which has the effect of pushing downstream predictors towards exhibiting demographic parity with respect to the sensitive information... (read more)

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