OnContrastiveLearningforLikelihood-FreeInferenceConorDurkan1IainMurray1GeorgePapamakarios2Abstractbasedonneuralnetworkshavereducedthenumberofsim-ulationsneededtoperformeffectiveinferencebyordersLik...
Likelihood-FreeMCMCwithAmortizedApproximateRatioEstimatorsJoeriHermans1VolodimirBegy2GillesLouppe1AbstractratioofposteriordensitiesbetweenconsecutivestatesintheMarkovchain.Thisallowstheposteriortob...
DifferentiableLikelihoodsforFastInversionof‘Likelihood-Free’DynamicalSystemsHansKersting123NicholasKra¨mer1MartinSchiegg3ChristianDaniel3MichaelTiemann3PhilippHennig12AbstractFigure1.Inferenceon...
ConfidenceSetsandHypothesisTestinginaLikelihood-FreeInferenceSettingNiccolo`Dalmasso1RafaelIzbicki2AnnB.Lee1Abstract1.IntroductionParameterestimation,statisticaltestsandconfi-Parameterestimation,st...
AutomaticPosteriorTransformationforLikelihood-FreeInferenceDavidS.Greenberg1MarcelNonnenmacher1JakobH.Macke1AbstractForcomplexdata-generatingprocessessuchassimulation-basedmodels,itisoftenimpossibl...