Private Rate-Constrained Optimization with Applications to Fair Learning

Mohammad Yaghini, Tudor Cebere, Michael Menart +2

Many problems in trustworthy ML can be expressed as constraints on prediction rates across subpopulations, including group fairness constraints (demographic parity, equalized odds,…