RepairingwithoutRetraining:AvoidingDisparateImpactwithCounterfactualDistributionsHaoWang1BerkUstun1FlavioP.Calmon1AbstractKusneretal.,2017;Galhotraetal.,2017),andhowitcanbemitigated(Feldmanetal.,20...
StingyCD:SafelyAvoidingWastefulUpdatesinCoordinateDescentTylerB.Johnson1CarlosGuestrin1Abstractrecentyears.Thisincludestheoretical(Nesterov,2012;Shalev-Shwartz&Tewari,2011)andmoreapplied(FanCoordin...
GradientCoding:AvoidingStragglersinDistributedLearningRashishTandon1QiLei2AlexandrosG.Dimakis3NikosKarampatziakis4AbstractW1W2W3WeproposeanovelcodingtheoreticframeworkD1D2D3formitigatingstragglersi...
ExactMAPInferencebyAvoidingFractionalVerticesErikM.Lindgren1AlexandrosG.Dimakis1AdamKlivans2AbstracttionisgivenbyGivenagraphicalmodel,oneessentialprob-lemisMAPinference,thatis,findingthemostlik...