FairClassificationwithNoisyProtectedAttributes:AFrameworkwithProvableGuaranteesL.ElisaCelis1LingxiaoHuang2VijayKeswani1NisheethK.Vishnoi3Abstractξ0:=(f=1).Then,givenaperformancefunction,fairnessco...
Fairness-AwareLearningforContinuousAttributesandTreatmentsJe´re´mieMary1Cle´mentCalauze`nes1NoureddineElKaroui12Abstractthirdmodifydatarepresentationanduseclassicalalgorithms(Zemeletal.,2013;Don...
ComposablePlanningwithAttributesAmyZhang1AdamLerer1SainbayarSukhbaatar2RobFergus12ArthurSzlam1Abstractmakingpancakesoranomelette.Ifthespaceoftaskswewantanagenttobeabletosolvehascompositionalstructu...
BlindJustice:FairnesswithEncryptedSensitiveAttributesNikiKilbertus12Adria`Gasco´n34MattKusner34MichaelVeale5KrishnaP.Gummadi6AdrianWeller23Abstractthishassomeintuitiveappealandjustification(Grgic...
LeveragingNodeAttributesforIncompleteRelationalDataHeZhao1LanDu1WrayBuntine1Abstractablockmatrixtocapturetheinteractionsbetweenlatentfactors.TherehavebeenmanyBayesianextensionsofRelationaldataareus...