SimpleandEffectiveVAETrainingwithCalibratedDecodersOlehRybkin1KostasDaniilidis1SergeyLevine2AbstractHowever,inpractice,manyoftheseapproachesrequirecarefulmanualtuningofthebalancebetweentwotermsthat...
QuantitativeUnderstandingofVAEasaNon-linearlyScaledIsometricEmbeddingAkiraNakagawa1KeizoKato1TaijiSuzuki23Abstractconvergestoanappropriatevalue,andsoon.Alemietal.(2018)introducedtheRDtrade-offbased...
DemystifyingInductiveBiasesfor(Beta-)VAEBasedArchitecturesDominikZietlow1MichalRol´ınek1GeorgMartius1Abstractstratesbothhighsemanticqualityaswellasgoodperfor-manceintermsofdisentanglement.Untilto...
CommutativeLieGroupVAEforDisentanglementLearningXinqiZhu1ChangXu1DachengTao2Abstractwhereσdenotestherepresentationfunction,andg,grepre-sentthesametransformationactingonthedataspaceandWeviewdisenta...
AnIdentifiableDoubleVAEForDisentangledRepresentationsGrazianoMita12MaurizioFilippone1PietroMichiardi1Abstractz1Alargepartoftheliteratureonlearningdisen-z2tangledrepresentationsfocusesonvariationala...
TheUsualSuspects?ReassessingBlameforVAEPosteriorCollapseBinDai1ZiyuWang2DavidWipf3Abstractthroughtheconditionaldistributionpθ(xz).Thelatteriscontrolledbyparametersθthatcan,atleastconceptuallyInna...