MonteCarloVariationalAuto-EncodersAchilleThin1NikitaKotelevskii2AlainDurmus3MaximPanov2EricMoulines14ArnaudDoucet5AbstractEvidenceLowerBound(ELBO)definedasVariationalAuto-Encoders(VAE)arepopulardee...
LearningfromNestedDatawithOrnsteinAuto-EncodersYoungwonChoi12SungdongLee1Joong-HoWon1Abstracttureforeachdigit.Inmulticenterelectronichealthrecords,patientsarenestedwithinahospital.Forsuchnesteddata...
ConvolutionaldictionarylearningbasedAuto-Encodersfornaturalexponential-familydistributionsBaharehTolooshams1AndrewH.Song2SimonaTemereanca3DembaBa1Abstract1.IntroductionWeintroduceaclassofauto-encod...
CorrelatedVariationalAuto-EncodersDaTang1DawenLiang2TonyJebara12NicholasRuozzi3AbstractHowever,sometimesweknowapriorithatdatapointsarecorrelated,e.g.,ingraph-structureddatasets(Brunaetal.,Variation...