PriorImage-ConstrainedReconstructionusingStyle-BasedGenerativeModelsVarunA.Kelkar1MarkA.Anastasio1Abstractqualityofimagesgenerated,invertibilityandimagerepre-sentation,andameaningfulcontrolofsemant...
LearningaPrioroverIntentviaMeta-InverseReinforcementLearningKelvinXu1EllisRatner1AncaDragan1SergeyLevine1ChelseaFinn1AbstractFigure1.Adiagramofourmeta-inverseRLapproach.Ourap-proachattemptstoremedy...
DropoutasaStructuredShrinkagePriorEricNalisnick1JoséMiguelHernández-Lobato123PadhraicSmyth4Abstractexplaindropout’sinner-workingsandsuccessarealsoplen-tiful.Togiveafewexamples,Srivastavaetal.(20...
StochasticVideoGenerationwithaLearnedPriorEmilyDenton1RobFergus12Abstractdependentstochasticlatentvariables.Weproposetwovari-antsofourmodel:onewithafixedPrioroverthelatentGeneratingvideoframesthata...
Entropy-SGDoptimizesthePriorofaPAC-Bayesbound:GeneralizationpropertiesofEntropy-SGDanddata-dependentPriorsGintareKarolinaDziugaite12DanielM.Roy32Abstractstochasticgradientdescent(SGD),oneoftheworkh...
Post-InferencePriorSwappingWillieNeiswanger1EricXing2Abstractincollapsedmodels(Tehetal.,2006),ormean-fieldvariationalmethods(Wang&Blei,2013)).WhileBayesianmethodsarepraisedfortheirabilitytoincorpor...