PAC-Bayesian Generalization Guarantees for Fairness on Stochastic and Deterministic Classifiers

Julien Bastian, Benjamin Leblanc, Pascal Germain +5

Classical PAC generalization bounds on the prediction risk of a classifier are insufficient to provide theoretical guarantees on fairness when the goal is to learn models balancing…