AmortizedPopulationGibbsSamplerswithNeuralSufficientStatisticsHaoWu1HeikoZimmermann1EliSennesh1TuanAnhLe2Jan-WillemvandeMeent1Abstractmakedata-efficientinferencesaboutinstance-levelvariables(e.g.ob...
MinibatchGibbsSamplingonLargeGraphicalModelsChristopherDeSa1VincentChen1WingWong2Abstractisagraph-localalgorithm,inthesensethateachupdateonlyneedstoreferencedataassociatedwithalocalneighborhoodGibb...
ImprovingGibbsSamplerScanQualitywithDoGS12IoannisMitliagkasLesterMackeyAbstracttion.Theprincipaldegreeoffreedomisthescan,theorderinwhichvariablesaresampled(Heetal.,2016).WhileitThepairwiseinfluence...