FasterAttend-Infer-RepeatwithTractableProbabilisticModelsKarlStelzner1RobertPeharz2KristianKersting13AbstractRecently,deepneuralgenerativemodelssuchasvariationalautoencoders(VAEs)(Kingma&Welling,20...
End-to-EndProbabilisticInferenceforNonstationaryAudioAnalysisWilliamJ.Wilkinson12MichaelRiisAndersen23JoshuaD.Reiss1DanStowell1ArnoSolin2AbstractGPGPspectrogram=NMFweights(W)×positivemodulatorGPs(...
EfficientOff-PolicyMeta-ReinforcementLearningviaProbabilisticContextVariablesKateRakelly1AurickZhou1DeirdreQuillen1ChelseaFinn1SergeyLevine1AbstractFortunately,manyoftheproblemswewouldlikeourau-ton...
ActiveLearningforProbabilisticStructuredPredictionofCutsandMatchingsSimaBehpour12AnqiLiu3BrianD.Ziebart2AbstractFigure1.Anexampleofabipartitematchinginavideotrackingapplication.Whensomeassignmentsa...
SoundAbstractionandDecompositionofProbabilisticProgramsStevenHoltzen1GuyVandenBroeck1ToddMillstein1Abstractindependencesthatcanspeedupinferencebyfactorization;forexample,low-widthtreedecompositions...
ProbabilisticRecurrentState-SpaceModelsAndreasDoerr12ChristianDaniel1MartinSchiegg1DuyNguyen-Tuong1StefanSchaal23MarcToussaint4SebastianTrimpe2AbstractInrealsystems,thelatentstatextcantypicallynotb...
ProbabilisticBooleanTensorDecompositionTammoRukat12ChrisC.Holmes12ChristopherYau23AbstractFigure1:Graphicalintuitionfor3-wayBooleantensordecomposition.Logicalconjunction(∧)ofBooleanvectorsBooleant...
Discrete-ContinuousMixturesinProbabilisticProgramming:GeneralizedSemanticsandInferenceAlgorithmsYiWu1SiddharthSrivastava2NicholasHay3SimonS.Du4StuartRussell1Abstracttureofcontinuousanddiscreterando...
ConstrainingtheDynamicsofDeepProbabilisticModelsMarcoLorenzi1MaurizioFilippone2Abstractmenttoprovideamorepreciseandrealisticdescriptionofnaturalphenomena.Forexample,monotonicityoftheinter-Weintrodu...
RobustProbabilisticModelingwithBayesianDataReweightingYixinWang1AlpKucukelbir1DavidM.Blei1Abstractobservations,oringeneral,measurementsthatdonotbelongDensitytotheprocesswearemodeling.Robustmodelssh...
ProbabilisticSubmodularMaximizationinSub-LinearTimeSerbanStan1MortezaZadimoghaddam2AndreasKrause3AminKarbasi1Abstractutilityfunctionsforvaluatingsetsofitems,andaproto-typicalproblemistofindsetsofsa...
ProbabilisticPathHamiltonianMonteCarloVuDinh1ArmanBilge12ChengZhang1FrederickA.MatsenIV1Abstractdatestep,andthushasprovedtobemoreeffectivethanstandardMCMCmethodsinavarietyofapplications.TheHamilton...
CoherentProbabilisticForecastsforHierarchicalTimeSeriesSouhaibBenTaieb1JamesW.Taylor2RobJ.Hyndman1Abstractvariouslevelsofaggregationinordertooperatethepowergridefficientlyandsecurely(vanErven&Cugli...