UnifiedRobustSemi-SupervisedVariationalAutoencoderXuChen1Abstracttheinputimagecontainsoutlierswheretheirbehaviorsarefarawayfromnormalsamples(Boraetal.,2018).ForInthispaper,weproposeanovelnoise-robu...
ConditionalVariationalAutoencoderwithAdversarialLearningforEnd-to-EndText-to-SpeechJaehyeonKim1JungilKong1JuheeSon12Abstractetal.,2016)fromthepreprocessedtext,1andthesecondstageistogeneraterawwavef...
AutoencoderImageInterpolationbyShapingtheLatentSpaceAlonOring1ZoharYakhini1YacovHel-Or1Abstractexistingobjects,cameraparametersandadditionalscenecomponents,suchaslightingandthereflectivecharacteris...
Rate-DistortionOptimizationGuidedAutoencoderforIsometricEmbeddinginEuclideanLatentSpaceKeizoKato1JingZhou2TomotakeSasaki1AkiraNakagawa1AbstractmodelwithunivariateGaussianpriors(Kingma&Welling,2014)...
LatentBernoulliAutoencoderJiriFajtl1VasileiosArgyriou1DorothyMonekosso2PaoloRemagnino1AbstractInthisworkwefocusonadeterministicclassofautoen-coderslearningadiscreterepresentation,specificallytheInt...
ControlVAE:ControllableVariationalAutoencoderHuajieShao1ShuochaoYao1DachunSun1AstonZhang2ShengzhongLiu1DongxinLiu1JunWang3TarekAbdelzaher1Abstract1.IntroductionVariationalAutoencoders(VAE)andtheirv...
SparseMulti-ChannelVariationalAutoencoderfortheJointAnalysisofHeterogeneousDataLuigiAntelmi1NicholasAyache1PhilippeRobert23MarcoLorenzi1fortheAlzheimer’sDiseaseNeuroimagingInitiativeAbstract1.Intr...
Self-ConsistentTrajectoryAutoencoder:HierarchicalReinforcementLearningwithTrajectoryEmbeddingsJohnD.Co-Reyes1YuXuanLiu1AbhishekGupta1BenjaminEysenbach2PieterAbbeel1SergeyLevine1Abstractinvolvetempo...
JunctionTreeVariationalAutoencoderforMolecularGraphGenerationWengongJin1ReginaBarzilay1TommiJaakkola1AbstractFigure1.TwoalmostidenticalmoleculeswithmarkedlydifferentcanonicalSMILESinRDKit.Theeditdi...
DisentangledSequentialAutoencoderYingzhenLi1StephanMandt2Abstracttationswouldopennewefficientwaysofcompressionandstylemanipulation,amongotherapplications.WepresentaVAEarchitectureforencodingandgene...
GrammarVariationalAutoencoderMattJ.Kusner12BrooksPaige13JoséMiguelHernández-Lobato3Abstractandmolecules(Gómez-Bombarellietal.,2016b).Deepgenerativemodelshavebeenwildlysuc-Totraingenerativemodels...