WhatAreBayesianNeuralNetworkPosteriorsReallyLike?PavelIzmailov1SharadVikram2MatthewD.Hoffman2AndrewGordonWilson1Abstractforneuralnetworkspromisesimprovedpredictions,reli-ableuncertaintyestimates,an...
GlobalinducingpointvariationalPosteriorsforBayesianneuralnetworksanddeepGaussianprocessesSebastianW.Ober1LaurenceAitchison2AbstractspecifyafamilyofapproximatePosteriorsovertheweights,withtheclassic...
UndirectedGraphicalModelsasApproximatePosteriorsArashVahdat1EvgenyAndriyash2WilliamG.Macready2AbstractmateposteriormodelshavebeenrealizedbyreducingthegapbetweentrueandapproximatePosteriorswithtight...
EfficientlySamplingFunctionsfromGaussianProcessPosteriorsJamesT.Wilson1ViacheslavBorovitskiy23AlexanderTerenin1PeterMostowsky2MarcPeterDeisenroth4Abstracttionandlong-termversusshort-termrewards.Bay...
ScalableNonparametricSamplingfromMultimodalPosteriorswiththePosteriorBootstrapEdwinFong12SimonLyddon1ChrisHolmes12AbstractsamplefrommultimodalPosteriorswithMCMCincludepar-alleltempering(Neal,1996)a...
AdversarialDistillationofBayesianNeuralNetworkPosteriorsKuan-ChiehWang12PaulVicol12JamesLucas12LiGu1RogerGrosse12RichardZemel12AbstractUncertaintyisimportantinmanyscenarios.Forexam-ple,designersofa...