UnderstandingFailuresinOut-of-DistributionDetectionwithDeepGenerativeModelsLilyH.Zhang1MarkGoldstein1RajeshRanganath1Abstractdistribution,estimatedviaamodel(Bishop,1994).Deepgenerativemodels(DGMs)s...
Out-of-DistributionGeneralizationviaRiskExtrapolationDavidKrueger12EthanCaballero12Joern-HenrikJacobsen34AmyZhang156JonathanBinas12DinghuaiZhang12RemiLePriol12AaronCourville12Abstractcorrectlyclass...
DetectingOut-of-DistributionExampleswithGramMatricesChandramouliS.Sastry1SageevOore1Abstracttion.SuchexamplesareoftenreferredtoasbeingOut-of-Distribution(OOD),andwhiletheirexistencehasbeenwell-When...