UnderstandingInstance-LevelLabelNoise:DisparateImpactsandTreatmentsYangLiu1Abstractframework(Feldman,2020),wedemonstratethevaryingeffectsofmemorizingnoisylabelsassociatedwithinstancesThispaperaimst...
RepairingwithoutRetraining:AvoidingDisparateImpactwithCounterfactualDistributionsHaoWang1BerkUstun1FlavioP.Calmon1AbstractKusneretal.,2017;Galhotraetal.,2017),andhowitcanbemitigated(Feldmanetal.,20...