CertifiedDataRemovalfromMachineLearningModelsChuanGuo1TomGoldstein2AwniHannun2LaurensvanderMaaten2Abstractinferenceattacks(Yeometal.,2018;Carlinietal.,2019)areunsuccessfulondatathatwasremovedfromth...
BayesianExperimentalDesignforImplicitModelsbyMutualInformationNeuralEstimationStevenKleinegesse1MichaelU.Gutmann1Abstractology(Coranderetal.,2017),cellbiology(Voetal.,2015)andpharmacokinetics(Donne...
AdversarialAttacksonProbabilisticAutoregressiveForecastingModelsRaphae¨lDang-Nhu1GagandeepSingh1PavolBielik1MartinVechev1Abstractsinglebestvaluehasseveraladvantages–itnaturallyfitstheinherentlyst...
ACFlow:FlowModelsforArbitraryConditionalLikelihoodsYangLi1ShoaibAkbar2JunierB.Oliva1Abstractchinelearning.TheseModelslearnanapproximationoftheunderlyingdatadistributionandarecapableofdrawingre-Unde...
ValidatingCausalInferenceModelsviaInfluenceFunctionsAhmedM.Alaa1MihaelavanderSchaar123AbstractFigure1.Pictorialrepresentationofourvalidationprocedure.ToestimatetheperformancesoftwocompetingModels(m...
SensitivityAnalysisofLinearStructuralCausalModelsCarlosCinelli1DanielKumor2BryantChen3JudeaPearl1EliasBareinboim2Abstractdertoobtaincausalclaims.Theseassumptionsareusuallyencodedastheabsenceofcerta...
RobustInfluenceMaximizationforHyperparametricModelsDimitrisKalimeris1GalKaplun1YaronSinger1AbstractThemostwellstudiedmodelforinformationspreadisthecelebratedIndependentCascade(IC)model.InthismodelI...
ProcessingMegapixelImageswithDeepAttention-SamplingModelsAngelosKatharopoulos12Franc¸oisFleuret12Abstract(b)Existingdeeparchitecturescannotoperateonvery(a)(c)largesignalssuchasmegapixelimagesdueto...
ProbabilisticNeural-symbolicModelsforInterpretableVisualQuestionAnsweringRamakrishnaVedantam1KaranDesai2StefanLee2MarcusRohrbach1DhruvBatra12DeviParikh12AbstractSymbolmanipulation(Newell&Simon,1976...
PartiallyLinearAdditiveGaussianGraphicalModelsSinongGeng1MinhaoYan2MladenKolar3OluwasanmiKoyejo4Abstractceptibletoconfoundingfromphysiologicalnoisesuchassubjectmotion(VanDijketal.,2012;Gotoetal.,20...
MixtureModelsforDiverseMachineTranslation:TricksoftheTradeTianxiaoShen1MyleOtt2MichaelAuli2Marc’AurelioRanzato2Abstractstylessuchasformal/informal,literal/notliteral,etc.Thisraisesthequestionofhow...
MallowsRankingModels:MaximumLikelihoodEstimateandRegenerationWenpinTang1AbstractSnbethesetofpermutationsof[n]:={1,...,n}.TheparametricmodelThispaperisconcernedwithvariousMallowsrankingModels.Westud...
LocallyPrivateBayesianInferenceforCountModelsAaronSchein1ZhiweiStevenWu2AlexandraSchofield3MingyuanZhou4HannaWallach5AbstractTowardthatend,wepresentamethodforprivacy-preservingBayesianinferenceforP...
LearningNeurosymbolicGenerativeModelsviaProgramSynthesisHalleyYoung1OsbertBastani1MayurNaik1Abstractblereconstructingtheoriginalimage(right)(IIzukaetal.,2017).Real-worlddataoftencontainssuchglobals...
LearningModelsfromDatawithMeasurementError:TacklingUnderreportingRoyAdams1YuelongJi2XiaobinWang2SuchiSaria134Abstract1.IntroductionMeasurementerrorinobservationaldatasetscanMeasurementerrorinobserv...
Learninginterpretablecontinuous-timeModelsoflatentstochasticdynamicalsystemsLeaDuncker1Gergo˝Bohner1JulienBoussard2ManeeshSahani1Abstractaccuratelymodelledusingadiscretetimegrid.Wedevelopanapproac...
LearningGenerativeModelsacrossIncomparableSpacesCharlotteBunne1DavidAlvarez-Melis2AndreasKrause1StefanieJegelka2Abstractof28×28-pixelvectorsforMNIST),andthegenerateddis-tributionthatminimizestheob...
LearningDependencyStructuresforWeakSupervisionModelsParomaVarma1FredericSala2AnnHe2AlexanderRatner2ChristopherRe´2Abstracttreatingthetruelabelasalatentvariable(Alfonsecaetal.,2012;Takamatsuetal.,2...
InferenceandSamplingofK33-freeIsingModelsValeriiLikhosherstov1YuryMaximov12MichaelChertkov123Abstractoneofthemostsignificantcontributionsintheoreticalandmathematicalphysicsofthe20thcentury.Then,Kac...
HybridModelswithDeepandInvertibleFeaturesEricNalisnick1AkihiroMatsukawa1YeeWhyeTeh1DilanGorur1BalajiLakshminarayanan1Abstractdetection(Bishop,1994),semi-supervisedlearning(Drucketal.,2007),andinfor...