On the impossibility of non-trivial accuracy under fairness constraints

Carlos Pinzón, Catuscia Palamidessi, Pablo Piantanida +1

One of the main concerns about fairness in machine learning (ML) is that, in order to achieve it, one may have to trade off some accuracy. To overcome this issue, Hardt et al. prop…