Probabilistic Verification of Fairness Properties via Concentration

Osbert Bastani, Xin Zhang, Armando Solar-Lezama

As machine learning systems are increasingly used to make real world legal and financial decisions, it is of paramount importance that we develop algorithms to verify that these sy…