OntheInherentRegularizationEffectsofNoiseInjectionDuringTrainingOussamaDhifallah1YueM.Lu1Abstract2008)underGaussianinputandperturbationvectors.OuranalysisparticularlyshowsthatGaussiannoiseinjection...
EstimatingIdentifiableCausalEffectsonMarkovEquivalenceClassthroughDoubleMachineLearningYonghanJung1JinTian2EliasBareinboim3Abstracttigateswhether,givenacausalgraphGencodingqualitativeknowledgeabout...
TimeSeriesDeconfounder:EstimatingTreatmentEffectsoverTimeinthePresenceofHiddenConfoundersIoanaBica12AhmedM.Alaa3MihaelavanderSchaar234Abstract&Saria,2017;Limetal.,2018;Bicaetal.,2020a).Exist-ingmet...
TheImplicitandExplicitRegularizationEffectsofDropoutColinWei1ShamKakade2TengyuMa1AbstractitsregularizationEffects:Wageretal.(2013);Helmbold&Long(2015);Cavazzaetal.(2017);Mianjyetal.(2018);Dropoutis...
SubspaceFittingMeetsRegression:TheEffectsofSupervisionandOrthonormalityConstraintsonDoubleDescentofGeneralizationErrorsYehudaDar1PaulMayer1LorenzoLuzi1RichardG.Baraniuk1AbstractFigure1.Thesupervisi...
OntheGeneralizationEffectsofLinearTransformationsinDataAugmentationSenWu1HongyangR.Zhang2GregoryValiant1ChristopherRe´1Abstracttoreducethesearchcost,sinceRL-basedtechniquesarecomputationallyexpens...
InferringHeterogeneousCausalEffectsinPresenceofSpatialConfoundingMuhammadOsama1DaveZachariah1ThomasB.Scho¨n1Abstract1.5cWeaddresstheproblemofinferringthecausal1effectofanexposureonanoutcomeacrosss...
DiscoveringContextEffectsfromRawChoiceDataArjunSeshadri1AlexanderPeysakhovich2JohanUgander1AbstractThemostwellknownandwidelyusedRUMisthecondi-tionalmultinomiallogit(MNL),alsocalledtheLucemodel,Many...
LimitsofEstimatingHeterogeneousTreatmentEffects:GuidelinesforPracticalAlgorithmDesignAhmedM.Alaa1MihaelavanderSchaar123Abstractadvertising(Bottouetal.,2013),andsocialsciences(Xieetal.,2012).Theincr...