DynamicLearningwithFrequentNewProductLaunches:ASequentialMultinomialLogitBanditProblemJunyuCao1WeiSun2Abstractmarketdynamicssoastoimprovelonger-termprofitability,yettheymayhavetosacrificeshort-term...
DOUBLESQUEEZE:ParallelStochasticGradientDescentwithDouble-passError-CompensatedCompressionHanlinTang1XiangruLian1ChenYu1TongZhang2JiLiu31Abstract1.IntroductionAstandardapproachinlargescalemachinele...
DomainAgnosticLearningwithDisentangledRepresentationsXingchaoPeng1ZijunHuang2XimengSun1KateSaenko1Abstractpeople,ondifferentmaterials,andunderdifferentlightingconditions;animagerecognitionsystemapp...
DomainAdaptationwithAsymmetrically-RelaxedDistributionAlignmentYifanWu1EzraWinston1DivyanshKaushik1ZacharyC.Lipton1Abstractever,well-chosenassumptionscanmakepossiblealgorithmswithnon-vacuousperform...
DistributionalMultivariatePolicyEvaluationandExplorationwiththeBellmanGANDrorFreirich1TzahiShimkin1RonMeir1AvivTamar2Abstracting(DiRL)approach,wherethevaluedistribution,ratherthantheexpectationarel...
DL2:TrainingandQueryingNeuralNetworkswithLogicMarcFischer1MislavBalunovic´1DanaDrachsler-Cohen1TimonGehr1CeZhang1MartinVechev1AbstractWeintroduceanewmethodandsystem,calledDL22(acronymforDeepLearni...
DistributedLearningwithSublinearCommunication1121JayadevAcharyaChristopherDeSaDylanJ.FosterKarthikSridharanAbstractwhere"(H,N)isadecreasingfunctionofN.Thispaperfocusesondistributedstatisticallearni...
DiscriminativeRegularizationforLatentVariableModelswithApplicationstoElectrocardiographyAndrewC.Miller1ZiadObermeyer2JohnP.Cunningham3SendhilMullainathan4Abstracttion(e.g.atrialfibrillationorafib,a...
DiscoveringConditionallySalientFeatureswithStatisticalGuaranteesJaimeRoqueroGimenez1JamesZou2Abstractingsomestatisticalcontrolontherateoffalsediscoveries.Thisproblemhasbeenextensivelystudiedinthest...
DifferentiallyPrivateEmpiricalRiskMinimizationwithNon-convexLossFunctionsDiWang1ChangyouChen1JinhuiXu1Abstractsultsobtainedfromsensitivedatasothatthedistributionoftheperturbedresultsisinsensitiveto...
DeepGaussianProcesseswithImportance-WeightedVariationalInferenceHughSalimbeni12VincentDutordoir2JamesHensman2MarcPeterDeisenroth12AbstractFigure1:Posteriordensityfromatwo-layermodel,illus-tratingno...
Decomposingfeature-levelvariationwithCovariateGaussianProcessLatentVariableModelsKasparMärtens1KieranRCampbell234ChristopherYau56Abstractpointn=1,...,Nandasetofmappingsf(j):z→y(j)foreveryfeaturey...
DecentralizedStochasticOptimizationandGossipAlgorithmswithCompressedCommunicationAnastasiaKoloskova1SebastianU.Stich1MartinJaggi1Abstracttionwithneighboringdevices.Thiscoversforinstancetheclassicse...
DAG-GNN:DAGStructureLearningwithGraphNeuralNetworksYueYu1JieChen23TianGao3MoYu3Abstract1988)withmanyapplicationsinmedicine,genetics,eco-nomics,andepidemics.ItsstructurelearningproblemisLearningafai...
CounterfactualOff-PolicyEvaluationwithGumbel-MaxStructuralCausalModelsMichaelOberst1DavidSontag1Abstractoptimistically,arethereliveswhichcouldhavebeensaved?Thisquestionbecomesincreasinglyrelevant,w...
Co-manifoldlearningwithmissingdataGalMishne1EricC.Chi2RonaldR.Coifman1AbstractYetformanydatamatrices,forexampleingeneexpres-sionstudies,recommendationsystems,sensornetworks,Representationlearningis...
CHiVE:VaryingProsodyinSpeechSynthesiswithaLinguisticallyDrivenDynamicHierarchicalConditionalVariationalNetworkVincentWan1Chun-anChan1TomKenter1JakubVit2RobClark1AbstractμPredictedprosodicfeaturesT...
CautiousRegretMinimization:OnlineOptimizationwithLong-TermBudgetConstraintsNikolaosLiakopoulos12ApostolosDestounis1GeorgiosPaschos1ThrasyvoulosSpyropoulos2PanayotisMertikopoulos3Abstractafunctionof...
BilinearBanditswithLow-rankStructureKwang-SungJun1RebeccaWillett2StephenWright3RobertNowak3Abstractsystemmaywanttochooseapairofitems(top,bottom)foracustomer,whoseappealdependsinpartonwhethertheyWei...
BeyondBackprop:OnlineAlternatingMinimizationwithAuxiliaryVariablesAnnaChoromanska1BenjaminCowen1SadhanaKumaravel2RonnyLuss2MattiaRigotti2IrinaRish2BrianKingsbury2PaoloDiAchille2ViatcheslavGurev2Rav...