VariationalDataAssimilationwithaLearnedInverseObservationOperatorThomasFrerix12DmitriiKochkov1JamieA.Smith1DanielCremers2MichaelP.Brenner13StephanHoyer1Abstract(a)measurementsVariationaldataassimil...
VariationalEmpowermentasRepresentationLearningforGoal-BasedReinforcementLearningJongwookChoi†1ArchitSharma†2HonglakLee13SergeyLevine45ShixiangShaneGu4Abstract1IntroductionLearningtoreachgoalstate...
VariationalAuto-RegressiveGaussianProcessesforContinualLearningSanyamKapoor1TheofanisKaraletsos2ThangD.Bui3Abstract(a)VAR-GP(ours)Throughsequentialconstructionofposteriorson(b)VCL(withcoresetsize10...
Variational(Gradient)EstimateoftheScoreFunctioninEnergy-basedLatentVariableModelsFanBao12KunXu1ChongxuanLi1LanqingHong2JunZhu1BoZhang1Abstractsivepower(Salakhutdinov&Hinton,2009;Baoetal.,2020)andto...
UnifiedRobustSemi-SupervisedVariationalAutoencoderXuChen1Abstracttheinputimagecontainsoutlierswheretheirbehaviorsarefarawayfromnormalsamples(Boraetal.,2018).ForInthispaper,weproposeanovelnoise-robu...
ScalableVariationalGaussianProcessesviaHarmonicKernelDecompositionShengyangSun12JiaxinShi3AndrewGordonWilson4RogerGrosse12Abstract2t=0t=1t=2t=3WeintroduceanewscalableVariationalGaus-1sianprocessapp...
OnSignal-to-NoiseRatioIssuesinVariationalInferenceforDeepGaussianProcessesTimG.J.Rudner1OscarKey2YarinGal1TomRainforth1Abstract.42WeshowthatthegradientestimatesusedinregtrainingDeepGaussianProcesse...
MonteCarloVariationalAuto-EncodersAchilleThin1NikitaKotelevskii2AlainDurmus3MaximPanov2EricMoulines14ArnaudDoucet5AbstractEvidenceLowerBound(ELBO)definedasVariationalauto-encoders(VAE)arepopulardee...
OnVariationalInferenceinBiclusteringModelsGuanhuaFang,PingLiCognitiveComputingLabBaiduResearch10900NE8thStBellevueWA98004USA{guanhuafang,liping11}@baidu.comAbstractstudies(Prelic´etal.,2006;GuandL...
MarginalizedStochasticNaturalGradientsforBlack-BoxVariationalInferenceGengJi12DeboraSujono2ErikB.Sudderth2Abstractupdatesingle(orsmallblocksof)Variationalparameters,whileholdingallothersfixedtothei...
Infinite-DimensionalOptimizationforZero-SumGamesviaVariationalTransportLewisLiu1YufengZhang2ZhuoranYang3RezaBabanezhad4ZhaoranWang2Abstract(NNs)),whichisofindependentinterest.Gameoptimizationhasbee...
GlobalinducingpointVariationalposteriorsforBayesianneuralnetworksanddeepGaussianprocessesSebastianW.Ober1LaurenceAitchison2Abstractspecifyafamilyofapproximateposteriorsovertheweights,withtheclassic...
GenerativeParticleVariationalInferenceviaEstimationofFunctionalGradientsNealeRatzlaff1QinxunBai2LiFuxin1WeiXu2Abstractnetworktraininginordertoprovideaprincipledwaytoas-sessmodeluncertainty.Thegoali...
ConditionalVariationalAutoencoderwithAdversarialLearningforEnd-to-EndText-to-SpeechJaehyeonKim1JungilKong1JuheeSon12Abstractetal.,2016)fromthepreprocessedtext,1andthesecondstageistogeneraterawwavef...
AutomaticVariationalInferencewithCascadingFlowsLucaAmbrogioni1GianluigiSilvestri12MarcelvanGerven1AbstractKerstingandDeRaedt,2007;Pfeffer,2001;Parketal.,2005;Goodmanetal.,2012;Wingateetal.,2011;Pat...
VFlow:MoreExpressiveGenerativeFlowswithVariationalDataAugmentationJianfeiChen12ChengLu1BiqiChenli12JunZhu12TianTian12AbstractInvertibletransformationstepAugmenteddimensionsTransformeddataInternalhi...
VariationalImitationLearningwithDiverse-qualityDemonstrationsVootTangkaratt1BoHan21MohammadEmtiyazKhan1MasashiSugiyama13Abstractanassumptionthatdiversityiscausedbynoise-densities.Learningfromdemons...
VariationalLabelEnhancementNingXu1JunShu2Yun-PengLiu1XinGeng1Abstractrelevantlabelsinstancesirrelevantlabelssand(a)sunLabeldistributioncoversacertainnumberofla-(b)busbels,representingthedegreetowhi...
VariationalInferenceforSequentialDatawithFutureLikelihoodEstimatesGeon-HyeongKim1YoungsooJang1HongseokYang1Kee-EungKim12Abstractdiscretelatentvariables),learningandanalyzingthemodelsforhigh-dimensi...
VariationalAutoencoderswithRiemannianBrownianMotionPriorsDimitrisKalatzis1DavidEklund2GeorgiosArvanitidis3SørenHauberg1AbstractFigure1.ThelatentspacepriorsoftwoVAEstrainedonthedigit1fromMNIST.Left...