Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness

Samuel Yeom, Matt Fredrikson

We turn the definition of individual fairness on its head---rather than ascertaining the fairness of a model given a predetermined metric, we find a metric for a given model that s…