VariableSkippingforAutoregressiveRangeDensityEstimationEricLiang1ZonghengYang1IonStoica1PieterAbbeel12YanDuan2XiChen2AbstractBaselineMultiOrderSkippingMultiOrder+Skipping100000Deepautoregressivemod...
StrategyproofMeanEstimationfromMultiple-ChoiceQuestionsAnsonKahng1GregoryKehne2ArielD.Procaccia3Abstractadmittoprovideanestimateoftheprobabilitypithattheadmitmatriculates,butthisisproblematicbecaus...
UncertaintyEstimationUsingaSingleDeepDeterministicNeuralNetworkJoostvanAmersfoort1LewisSmith1YeeWhyeTeh2YarinGal1Abstract(a)DeepEnsembles(b)Ourmodel-DUQWeproposeamethodfortrainingadeterminis-Figure...
High-dimensionalRobustMeanEstimationviaGradientDescentYuCheng1IliasDiakonikolas2RongGe3MahdiSoltanolkotabi4Abstractasmallconstantfractionofarbitraryoutliers.Westudytheproblemofhigh-dimensionalro-Th...
GradientDICE:RethinkingGeneralizedOfflineEstimationofStationaryValuesShangtongZhang1BoLiu2ShimonWhiteson1Abstractevaluationismoreflexible.Wecanevaluateanewpolicywithexistingdatainareplaybuffer(Lin,...
EstimationofBoundsonPotentialOutcomesForDecisionMakingMaggieMakar1FredrikJohansson2JohnGuttag1DavidSontag1Abstractneedstoknowifthepotentialoutcomesundertreatmentandnon-treatmentfallwithin2–3.Learn...
ErrorEstimationforSketchedSVDviatheBootstrapMilesE.Lopes1N.BenjaminErichson2MichaelW.Mahoney2Abstracttoleratesomeapproximationerror.Forthisreason,theperformanceofasketchedSVDhingesonanappropriateIn...
DataAmplification:Instance-OptimalPropertyEstimationYiHao1AlonOrlitsky1Abstractcoverage,Shannonentropy,andL1distancetoaknowndistribution.Themainachievementofthesepapersises-Thebest-knownandmostcomm...
ConcentrationboundsforCVaREstimation:Thecasesoflight-tailedandheavy-taileddistributionsPrashanthL.A.1KrishnaJagannathan2RaviKumarKolla3Abstract(VaR)andConditional-Value-at-Risk(CVaR)aretworisk-awar...
CausalEffectEstimationandOptimalDoseSuggestionsinMobileHealthInternationalConferenceonMachineLearning(ICML2020)LiangyuZhu1WenbinLu1RuiSong1Abstract1990;Liangetal.,1992;Schafer,2006).GEEenhancetheef...
BatchStationaryDistributionEstimationJunfengWen1BoDai2LihongLi2DaleSchuurmans12Abstractunderlyingprocess.Nevertheless,onewouldstillliketoestimatetargetpropertiesofthestationarydistribution,suchWeco...
AR-DAE:TowardsUnbiasedNeuralEntropyGradientEstimationJaeHyunLim12AaronCourville1234ChristopherPal154Chin-WeiHuang12Abstractcontrolthisquantityaspartoftheoptimizationobjective.Inlightofthis,wepropos...
AdaptiveCheckpointAdjointMethodforGradientEstimationinNeuralODEJuntangZhuang1NichaDvornek12XiaoxiaoLi1SekharTatikonda3XenophonPapademetris124JamesDuncan124Abstractdifferentialequation(NODE)(Cheneta...
Average-CaseAccelerationThroughSpectralDensityEstimationFabianPedregosa1DamienScieur2Abstractworst-caseaverage-caseWedevelopaframeworkfortheaverage-caseSuboptimalityanalysisofrandomquadraticproblem...
RobustEstimationofTreeStructuredGaussianGraphicalModelsAshishKatiyar1JessicaHoffmann1ConstantineCaramanis1Abstractmatrix,Σ,wehaveaccessonlytoM=Σ+D,thesumofthecovariancematrixandadiagonalmatrix.In...
RandomMatrixImprovedCovarianceEstimationforaLargeClassofMetricsMalikTiomoko12FlorentBouchard3GuillaumeGinolhac3RomainCouillet21AbstractconstraintswithLASSOandgraphicalLASSO-basedap-proaches(Friedma...
MONK–Outlier-RobustMeanEmbeddingEstimationbyMedian-of-MeansMatthieuLerasle12Zolta´nSzabo´3Timothe´eMathieu1GuillaumeLecue´4Abstractversatilityofdomainswherekernelsexist;examplesincludetrees(Co...
MaximumLikelihoodEstimationforLearningPopulationsofParametersRamyaKorlakaiVinayak1WeihaoKong2GregoryValiant2ShamKakade1Abstractrameterofinterestperindividual.Insuchsparseobservationscenarios,howacc...
Graphical-modelbasedEstimationandinferencefordifferentialprivacyRyanMcKenna1DanielSheldon12GeromeMiklau1AbstractInferenceisacriticalcomponentofprivacymechanismsbecause:(i)itcanreduceerrorwhenanswer...
GeneralizedApproximateSurveyPropagationforHigh-DimensionalEstimationLucaSaglietti12YueM.Lu3CarloLucibello41AbstractpredictedthroughadynamicalsysteminvolvingonlyscalarquantitiescalledStateEvolution(...