FairRegression:QuantitativeDefinitionsandReduction-basedAlgorithmsAlekhAgarwal1MiroslavDud´ık2ZhiweiStevenWu3Abstracthavebeenproposed(Berketal.,2017;Chouldechova,2017;Hardtetal.,2016;Kleinbergeta...
Fairk-CenterClusteringforDataSummarizationMattha¨usKleindessner1PranjalAwasthi1JamieMorgenstern2AbstractseveralexamplesofunsavoryMLbehaviorpertainingtounsupervisedlearningtasks,suchasgenderstereot...
DifferentiallyPrivateFairLearningMatthewJagielski1MichaelKearns2JiemingMao2AlinaOprea1AaronRoth2SaeedSharifi-Malvajerdi2JonathanUllman1Abstractregulationsoftenrestricttheuseof“sensitive”orprotect...
ResidualUnFairnessinFairMachineLearningfromPrejudicedDataNathanKallus1AngelaZhou2Abstractnewquestionsaboutthepossibleharmsoflearningfromdatawhichissubjecttohistoricalbias.Unlikeclean-cutpre-Recentw...
LearningAdversariallyFairandTransferableRepresentationsDavidMadras12ElliotCreager12ToniannPitassi12RichardZemel12Abstractthatincludepatternsofpreviousdiscriminationandsocietalbias.Thustherehasbeena...
FairandDiverseDPP-BasedDataSummarizationL.ElisaCelis1VijayKeswani1DamianStraszak1AmitDeshpande2TarunKathuria3NisheethK.Vishnoi1Abstractunder-representationofwomeninsearchresults(Kayetal.,2015).Conc...
DelayedImpactofFairMachineLearningLydiaT.Liu1SarahDean1EstherRolf1MaxSimchowitz1MoritzHardt1Abstractvantagedgroupsinthepopulation(ExecutiveOfficeofthePresident,2016;Barocas&Selbst,2016).Consequentl...