Improving Fair Predictions Using Variational Inference In Causal Models

Rik Helwegen, Christos Louizos, Patrick Forré

The importance of algorithmic fairness grows with the increasing impact machine learning has on people's lives. Recent work on fairness metrics shows the need for causal reasoning…