Reprogramming FairGANs with Variational Auto-Encoders: A New Transfer Learning Model

no code implementations • 11 Mar 2022 • Beatrice Nobile, Gabriele Santin, Bruno Lepri, Pierpaolo Brutti

Fairness-aware GANs (FairGANs) exploit the mechanisms of Generative Adversarial Networks (GANs) to impose fairness on the generated data, freeing them from both disparate impact and disparate treatment.

Fairness Transfer Learning