Training individually fair ML models with Sensitive Subspace Robustness

Mikhail Yurochkin, Amanda Bower, Yuekai Sun

We consider training machine learning models that are fair in the sense that their performance is invariant under certain sensitive perturbations to the inputs. For example, the pe…