Covering up bias in CelebA-like datasets with Markov blankets: A post-hoc cure for attribute prior avoidance

Vinay Uday Prabhu, Dian Ang Yap, Alexander Wang +1

Attribute prior avoidance entails subconscious or willful non-modeling of (meta)attributes that datasets are oft born with, such as the 40 semantic facial attributes associated wit…