Fairness GAN

Prasanna Sattigeri
Prasanna Sattigeri
Samuel C. Hoffman
Samuel C. Hoffman

CoRR, Volume abs/1805.09910, 2018.

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Abstract:

In this paper, we introduce the Fairness GAN, an approach for generating a dataset that is plausibly similar to a given multimedia dataset, but is more fair with respect to protected attributes in allocative decision making. We propose a novel auxiliary classifier GAN that strives for demographic parity or equality of opportunity and sh...More

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