Overcoming Fairness Trade-offs via Pre-processing: A Causal Perspective

Charlotte Leininger, Simon Rittel, Ludwig Bothmann

Training machine learning models for fair decisions faces two key challenges: The \emph{fairness-accuracy trade-off} results from enforcing fairness which weakens its predictive pe…