SG-PALM:aFastPhysicallyInterpretableTensorGraphicalModelYuWang1AlfredHero1Abstractsizeisoneifweaimtoestimatethedependencystructureacrossdifferentsensors,timeandexperimentalconditionsWeproposeanewgr...
MakingtransportmorerobustandInterpretablebymovingdatathroughasmallnumberofanchorpointsChi-HengLin1MehdiAzabou12EvaL.Dyer123Abstracttivemodeling(MartinArjovsky&Bottou,2017;Tolstikhinetal.,2017),docu...
ModelDistillationforRevenueOptimization:InterpretablePersonalizedPricingMaxBiggs1WeiSun2MarkusEttl2Abstractmainconcernsisthatthemostaccuratepredictionmodelsareoftennon-parametricfunctionswhichareco...
InverseDecisionModeling:LearningInterpretableRepresentationsofBehaviorDanielJarrett1AlihanHüyük1MihaelavanderSchaar12AbstractConsiderthe“lifecycle”ofdecisionanalysis[9]intherealworld.First,norm...
InterpretableSteinGoodness-of-fitTestsonRiemannianManifoldsWenkaiXu1TakeruMatsuda2AbstractonRiemannianmanifolds(Chikuse,2012;Mardia&Jupp,1999;Ley&Verdebout,2017).Inmanyapplications,weencounterdatao...
InterpretableStabilityBoundsforSpectralGraphFiltersHenryKenlay1DorinaThanou2XiaowenDong1Abstractaubiquitoustooldesignedtoprocessgraph-structureddata.Inadditiontovarioussignalprocessingtasks(Shumane...
BasisDeVAE:InterpretableSimultaneousDimensionalityReductionandFeature-LevelClusteringwithDerivative-BasedVariationalAutoencodersDominicDanks12ChristopherYau234Abstractinghigh-dimensionalbiologicald...
UnsupervisedDiscoveryofInterpretableDirectionsintheGANLatentSpaceAndreyVoynov1ArtemBabenko12Abstract-Thickness+ThelatentspacesofGANmodelsoftenhave-Hair+semanticallymeaningfuldirections.Mov-inginthe...
MultiresolutionTensorLearningforEfficientandInterpretableSpatialAnalysisJungYeonPark1KennethTheoCarr1StephanZheng2YisongYue3RoseYu14AbstractWeareinterestedinlearn-EfficientandInterpretablespatialan...
Interpretable,Multidimensional,MultimodalAnomalyDetectionwithNegativeSamplingforDetectionofDeviceFailureJohnSipple1Abstract1.IntroductionInthispaperweproposeascalable,unsupervisedInthispaperwepropo...
InterpretableOff-PolicyEvaluationinReinforcementLearningbyHighlightingInfluentialTransitionsOmerGottesman1JosephFutoma1YaoLiu2SonaliParbhoo1LeoAnthonyCeli3EmmaBrunskill2FinaleDoshi-Velez1Abstractan...
DispersedExponentialFamilyMixtureVAEsforInterpretableTextGenerationWenxianShi1HaoZhou1NingMiao1LeiLi1Abstractsentencestoaregularizedlatentvariablez,whichcanbeusedtoderiveInterpretablestructures(Bow...
ProbabilisticNeural-symbolicModelsforInterpretableVisualQuestionAnsweringRamakrishnaVedantam1KaranDesai2StefanLee2MarcusRohrbach1DhruvBatra12DeviParikh12AbstractSymbolmanipulation(Newell&Simon,1976...
LearningInterpretablecontinuous-timemodelsoflatentstochasticdynamicalsystemsLeaDuncker1Gergo˝Bohner1JulienBoussard2ManeeshSahani1Abstractaccuratelymodelledusingadiscretetimegrid.Wedevelopanapproac...
GainingFreeorLow-CostTransparencywithInterpretablePartialSubstituteTongWang1Abstractingtwosolutionsforfacilitatinghumanunderstandability.Thisworkaddressesthesituationwhereablack-Thefirstsolutionist...
ExploringInterpretableLSTMNeuralNetworksoverMulti-VariableDataTianGuo1TaoLin2NinoAntulov-Fantulin1AbstractInadditiontoforecasting,InterpretableRNNsaredesir-ableforgaininginsightsintotheimportantpar...
ProgrammaticallyInterpretableReinforcementLearningAbhinavVerma1VijayaraghavanMurali1RishabhSingh2PushmeetKohli3SwaratChaudhuri1Abstractmakesthemdifficulttointerpretortobecheckedforconsis-tencyforso...
oi-VAE:OutputInterpretableVAEsforNonlinearGroupFactorAnalysisSamuelK.Ainsworth1NicholasJ.Foti1AdrianK.C.Lee2EmilyB.Fox1Abstractofthedata,and(ii)themappingcanbeusedtodescribethecorrelationstructureo...
DiscoveringInterpretableRepresentationsforBothDeepGenerativeandDiscriminativeModelsTameemAdel12ZoubinGhahramani123AdrianWeller124Abstractunderstandingthemodelandgaininginsightsaboutthecorresponding...
iSurvive:AnInterpretable,Event-timePredictionModelformHealthWalterH.Dempsey1AlexanderMoreno2ChristyK.Scott3MichaelL.Dennis3DavidH.Gustafson4SusanA.Murphy1JamesM.Rehg2Abstractmeasurements;and(3)Para...