LatentBernoulliAutoencoderJiriFajtl1VasileiosArgyriou1DorothyMonekosso2PaoloRemagnino1AbstractInthisworkwefocusonadeterministicclassofautoen-coderslearningadiscreterepresentation,specificallytheInt...
EducatingTextAutoencoders:LatentRepresentationGuidanceviaDenoisingTianxiaoShen1JonasMueller2ReginaBarzilay1TommiJaakkola1AbstractFigure1.LatentrepresentationslearnedbyAAEandDAAEwhenmappingclustered...
Anend-to-endDifferentiallyPrivateLatentDirichletAllocationUsingaSpectralAlgorithmChristopherDeCarolis1MukulRam1SeyedEsmaeili1Yu-XiangWang2FurongHuang1Abstractrameterestimationthatdescribesthegenera...
AdversarialNeuralPruningwithLatentVulnerabilitySuppressionDivyamMadaan1JinwooShin23SungJuHwang134Abstractever,DNNsareextremelybrittletocarefullycraftedimper-ceptibleadversarialperturbationsintentio...
LookMa,NoLatentVariables:AccurateCutsetNetworksviaCompilationTahrimaRahman1ShashaJin1VibhavGogate1Abstractinferencetaskofcomputingthemarginalprobabilityofavariablegivenobservationsorevidence—poste...
LearningLatentDynamicsforPlanningfromPixelsDanijarHafner12TimothyLillicrap3IanFischer4RubenVillegas15DavidHa1HonglakLee1JamesDavidson1Abstractenoughforplanninghasbeenalong-standingchallenge.Keydif...
Learninginterpretablecontinuous-timemodelsofLatentstochasticdynamicalsystemsLeaDuncker1Gergo˝Bohner1JulienBoussard2ManeeshSahani1Abstractaccuratelymodelledusingadiscretetimegrid.Wedevelopanapproac...
LatentNormalizingFlowsforDiscreteSequencesZacharyM.Ziegler1AlexanderM.Rush1AbstractGenerativemodelsbasedonnormalizingflowshaveseenrecentsuccessinproblemsinvolvingcontinuousrandomNormalizingflowsare...
ImitatingLatentPoliciesfromObservationAshleyD.Edwards1HimanshuSahni1YannickSchroecker1CharlesL.Isbell1Abstractnariosandcostlytoobtain.Thus,weneedamechanismforlearningpoliciesfromobservationalonewit...
DiscriminativeRegularizationforLatentVariableModelswithApplicationstoElectrocardiographyAndrewC.Miller1ZiadObermeyer2JohnP.Cunningham3SendhilMullainathan4Abstracttion(e.g.atrialfibrillationorafib,a...
DiscoveringLatentCovarianceStructuresforMultipleTimeSeriesAnhTong1JaesikChoi1AbstracttheAutomaticBayesianCovarianceDiscovery(ABCD)whichsolvesregressiontasksusingGaussianProcess(GP)Analyzingmultivar...
DeepMDP:LearningContinuousLatentSpaceModelsforRepresentationLearningCarlesGelada1SaurabhKumar1JacobBuckman2OfirNachum1MarcG.Bellemare1Abstractlearningprocessbyreducingtheredundantandirrelevantinfor...
Semi-SupervisedLearningviaCompactLatentSpaceClusteringKonstantinosKamnitsas12DanielC.Castro12LoicLeFolgoc2IanWalker2RyutaroTanno13DanielRueckert2BenGlocker2AntonioCriminisi1AdityaNori1AbstractFigur...
OptimizingtheLatentSpaceofGenerativeNetworksPiotrBojanowski1ArmandJoulin1DavidLopezPaz1ArthurSzlam1Abstractasto“fool”thediscriminator.Afterpropertraining,thegeneratorisabletoproducerealisticnatur...
LearninginIntegerLatentVariableModelswithNestedAutomaticDifferentiationDanielSheldon12KevinWinner1DeboraSujono1Abstract()(+-()($+Wedevelopnestedautomaticdifferentiation(AD)!"algorithmsforexactinfer...
LearningBinaryLatentVariableModels:ATensorEigenpairApproachArielJaffe1RoiWeiss1ShaiCarmi2YuvalKluger3BoazNadler1AbstractForsimplicityweassumeitisGaussian,thoughourmethodcanbemodifiedtohandleotherno...
LatentSpacePoliciesforHierarchicalReinforcementLearningTuomasHaarnoja1KristianHartikainen2PieterAbbeel1SergeyLevine1AbstractresentationsintoRListhepotentialfortheemergenceofhi-erarchies,whichcanena...
LearningLatentSpaceModelswithAngularConstraintsPengtaoXie12YuntianDeng3YiZhou4AbhimanuKumar5YaoliangYu6JamesZou7EricP.Xing2Abstractrameterizedbyaweightvector.Forinstance,inatopicmodel(Bleietal.,200...
LearningDeepLatentGaussianModelswithMarkovChainMonteCarloMatthewD.Hoffman1Abstractlearningsignals.Therehasbeenaflurryofpapersrecentlyproposingmoreflexiblevariationalfamilies,allofwhichDeepLatentGau...
LatentLSTMAllocationJointClusteringandNon-LinearDynamicModelingofSequentialDataManzilZaheer1AmrAhmed2AlexanderJSmola1AbstractFigure1.LLAhasbetterperplexity(lowerisbetter)thanLDAbutmuchfewerparamete...