Efficient Bias Mitigation Without Privileged Information

Mateo Espinosa Zarlenga, Swami Sankaranarayanan, Jerone T. A. Andrews +3

Deep neural networks trained via empirical risk minimisation often exhibit significant performance disparities across groups, particularly when group and task labels are spuriously…