Zero-shot Fairness with Invisible Demographics

no code implementations • 1 Jan 2021 • Thomas Kehrenberg, Viktoriia Sharmanska, Myles Scott Bartlett, Novi Quadrianto

In a statistical notion of algorithmic fairness, we partition individuals into groups based on some key demographic factors such as race and gender, and require that some statistics of a classifier be approximately equalized across those groups.

Disentanglement Fairness