MultiscaleInvertibleGenerativeNetworksforHigh-DimensionalBayesianInferenceShumaoZhang1PengchuanZhang2ThomasY.Hou1AbstractwhereListhelikelihoodgivenasWeproposeaMultiscaleInvertibleGenerativeL(yx)=N(...
Invertiblegenerativemodelsforinverseproblems:mitigatingrepresentationerroranddatasetbiasMuhammadAsim1MaxDaniels2OscarLeong3AliAhmed†1PaulHand†2Abstract1.IntroductionTrainedgenerativemodelshavesho...
ApproximationCapabilitiesofNeuralODEsandInvertibleResidualNetworksHanZhang1XiGao1JacobUnterman1TomArodz1Abstractsequence.Then,wecanrepresentthesequencethroughxt+1−xt=fΘ(xt,t),whereΘconsistsoftra...
InvertibleResidualNetworksJensBehrmann12WillGrathwohl2RickyT.Q.Chen2DavidDuvenaud2Jo¨rn-HenrikJacobsen2AbstractStandardResNetInvertibleResNetWeshowthatstandardResNetarchitecturescanOutputOutputbem...
HybridModelswithDeepandInvertibleFeaturesEricNalisnick1AkihiroMatsukawa1YeeWhyeTeh1DilanGorur1BalajiLakshminarayanan1Abstractdetection(Bishop,1994),semi-supervisedlearning(Drucketal.,2007),andinfor...