SOMtime the World Ain${}^{\prime }$t Fair: Violating Fairness Using Self-Organizing Maps

Joseph Bingham, Netanel Arussy, Dvir Aran

Unsupervised representations are widely assumed to be neutral with respect to sensitive attributes when those attributes are withheld from training. We show that this assumption is…