TwoSimpleWaystoLearnindividualFairnessMetricsfromDataDebarghyaMukherjee1MikhailYurochkin2MoulinathBanerjee1YuekaiSun1Abstractfeaturespaceinto(non-overlapping)protectedsubsetsandimposesinvarianceoft...
individualCalibrationwithRandomizedForecastingShengjiaZhao1TengyuMa1StefanoErmon1Abstractbrated,itispossiblethatthetrueoutcomeisalwaysbelowthepredictedmedianonasubgroup(e.g.,men),andalwaysMachinele...
individualFairnessfork-ClusteringSepidehMahabadi1AliVakilian2Abstract2019;Pessach&Shmueli,2020))and(2)designingefficientalgorithmswithrespecttotheadditionalpropertiescausedWegivealocalsearchbasedal...
Estimatingindividualtreatmenteffect:generalizationboundsandalgorithmsUriShalit1FredrikD.Johansson2DavidSontag23Abstractdatawhichcontainspastactions,theiroutcomes,andpos-siblymorecontext,butwithoutd...