SpectralSmoothingUnveilsPhaseTransitionsinHierarchicalVariationalAutoencodersAdeelPervez1EfstratiosGavves1Abstracttivemodelp(xz)andtheapproximateposteriorq(zx)areGaussiandistributionsoptimizedinuni...
Zeroth-OrderNon-ConvexLearningviaHierarchicalDualAveragingAmélieHéliou1MatthieuMartin1PanayotisMertikopoulos21ThibaudRahier1Abstractalsorequiresthattheproblem’sobjectiveremainstationaryduringthe...
ModelingHierarchicalStructureswithContinuousRecursiveNeuralNetworksJishnuRayChowdhury1CorneliaCaragea1Abstractsomeofthesestructure-awaremethods(Shenetal.,2019a;Qianetal.,2020)alsoexhibitbettersyste...
HierarchicalClusteringofDataStreams:ScalableAlgorithmsandApproximationGuaranteesAnandRajagopalan1FabioVitale2DannyVainstein3GuiCitovsky1CeciliaM.Procopiuc1ClaudioGentile1Abstractwithinhighlydynamic...
HierarchicalAgglomerativeGraphClusteringinNearly-LinearTimeLaxmanDhulipala1DavidEisenstat2JakubŁa˛cki2VahabMirrokni2JessicaShi1Abstractfirstproposednearly50yearsago(King,1967;Lance&Williams,1967;...
HierarchicalVAEsKnowWhatTheyDon’tKnowJakobD.Havtorn12JesFrellsen1SørenHauberg1LarsMaaløe12AbstractFigure1.ReconstructionsusingaHierarchicalVAEtrainedonFashionMNIST.ReconstructionqualityofOODdata...
Benchmarks,Algorithms,andMetricsforHierarchicalDisentanglementAndrewSlavinRoss1FinaleDoshi-Velez1Abstractable(Locatelloetal.,2018),anditseemsunlikelythatcon-tinuous,factorized,fixed-dimensionalrepr...
AdversarialOption-AwareHierarchicalImitationLearningMingxuanJing1WenbingHuang1FuchunSun†12XiaojianMa3TaoKong4ChuangGan5LeiLi4AbstractlatedbyanOptionmodel(Suttonetal.,1999)orgoal-basedframework(Lee...
RecurrentHierarchicalTopic-GuidedRNNforLanguageGenerationDandanGuo1BoChen1RuiyingLu1MingyuanZhou2Abstractlatentrepresentation,theytypicallytreateachdocumentasabagofwords(BoW),ignoringwordorder(Grif...
LowBiasLowVarianceGradientEstimatesforHierarchicalBooleanStochasticNetworksAdeelPervez1TacoCohen2EfstratiosGavves1Abstractgradients,onecansamplegradientsfromsomedistribu-tion.Thesampleestimatescanb...
HierarchicalVerificationforAdversarialRobustnessCongHanLim1RaquelUrtasun12ErsinYumer1Abstractsarialrobustnessfortraineddeepfeed-forwardnetworkswithReLUactivationfunctions.Thepoint-wisepro-Weintrodu...
HierarchicalGenerationofMolecularGraphsusingStructuralMotifsWengongJin1ReginaBarzilay1TommiJaakkola1Abstractgradientsacrosstheiterativesteps.Graphgenerationtechniquesareincreasinglybe-Largemolecule...
SupervisedHierarchicalClusteringwithExponentialLinkageNishantYadav1AriKobren1NicholasMonath1AndrewMcCallum1Abstractlabeleddataandthenusedbyaclusteringalgorithmtoparti-tionunlabeleddata(Finley&Joach...
MeasurementsofThree-LevelHierarchicalStructureintheOutliersintheSpectrumofDeepnetHessiansVardanPapyan1Abstract(f(xi,c;θ),yc)∈R+isthecross-entropylossbetweenthesoftmaxoff(xi,c;θ)andtheone-hotvect...
HierarchicalImportanceWeightedAutoencodersChin-WeiHuang12KrisSankaran1EeshanDhekane1AlexandreLacoste2AaronCourville13Abstractboundswithprogressivelysmallergapusingmultiplei.i.d.samplesfromthevariat...
HierarchicalDecompositionalMixturesofVariationalAutoencodersPingLiangTan12RobertPeharz1AbstractSPNVariationalautoencoders(VAEs)havereceivedz1z1z2z2...zLzLconsiderableattention,sincetheyallowustolea...
EfficientAmortisedBayesianInferenceforHierarchicalandNonlinearDynamicalSystemsGeoffreyRoeder12PaulKGrant1AndrewPhillips1NeilDalchau1EdwardMeeds1Abstractmodels(Archeretal.,2015;Karletal.,2016),(non)...
TheHierarchicalAdaptiveForgettingVariationalFilterVincentMoens1Abstractfluctuationswhentheyhappenfasterthanexpected.Mostmodelscoveroneofthetwopossibilities,andeithergradu-AcommonprobleminMachineLea...
Self-ConsistentTrajectoryAutoencoder:HierarchicalReinforcementLearningwithTrajectoryEmbeddingsJohnD.Co-Reyes1YuXuanLiu1AbhishekGupta1BenjaminEysenbach2PieterAbbeel1SergeyLevine1Abstractinvolvetempo...
Multi-FidelityBlack-BoxOptimizationwithHierarchicalPartitionsRajatSen1KirthevasanKandasamy2SanjayShakkottai1AbstractsimpleregretRn,f(x(n)).Motivatedbysettingssuchashyper-parameterRn=supf(x)tuningan...