Individual Fairness Guarantees for Neural Networks

Elias Benussi, Andrea Patane, Matthew Wicker +2

We consider the problem of certifying the individual fairness (IF) of feed-forward neural networks (NNs). In particular, we work with the $\epsilon$-$\delta$-IF formulation, which, given a NN…