DecompositionofUncertaintyinBayesianDeepLearningforEfficientandRisk-sensitiveLearningStefanDepeweg12Jose´MiguelHerna´ndez-Lobato3FinaleDoshi-Velez4SteffenUdluft1AbstractInthisworkweshowhowtoperfo...
BayesianUncertaintyEstimationforBatchNormalizedDeepNetworksMattiasTeye12HosseinAzizpour1KevinSmith13Abstractorifthenetworkisconfrontedwithadversarialexamples(Goodfellowetal.,2014).Whenexposedtodata...
AnalyzingUncertaintyinNeuralMachineTranslationMyleOtt1MichaelAuli1DavidGrangier1Marc’AurelioRanzato1Abstractpublicbenchmarks.However,severalopenquestionsre-main(Koehn&Knowles,2017).Inthiswork,wean...
UncertaintyAssessmentandFalseDiscoveryRateControlinHigh-DimensionalGrangerCausalInferenceAdityaChaudhry1PanXu2QuanquanGu2AbstractInstatistics,causalityisoftenestablishedbymeansofacon-trolled,random...
PredictionunderUncertaintyinSparseSpectrumGaussianProcesseswithApplicationstoFilteringandControlYunpengPan12XinyanYan13EvangelosA.Theodorou12ByronBoots13Abstractization,SparseSpectrumGaussianProces...