Counterfactual fairness: removing direct effects through regularization

Pietro G. Di Stefano, James M. Hickey, Vlasios Vasileiou

Building machine learning models that are fair with respect to an unprivileged group is a topical problem. Modern fairness-aware algorithms often ignore causal effects and enforce…