Rethinking Fair Representation Learning for Performance-Sensitive Tasks

Charles Jones, Fabio de Sousa Ribeiro, Mélanie Roschewitz +2

We investigate the prominent class of fair representation learning methods for bias mitigation. Using causal reasoning to define and formalise different sources of dataset bias, we…