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Benussi, Elias (author), Patane, Andrea (author), Wicker, Matthew (author), Laurenti, L. (author), Kwiatkowska, Marta (author)We consider the problem of certifying the individual fairness (IF) of feed-forward neural networks (NNs). In particular, we work with the ϵ-δ-IF formulation, which, given a NN and a similarity metric learnt from data, requires that the output difference between any pair of ϵ-similar individuals is bounded by a maximum decision tolerance δ ≥ 0...conference paper 2022