ProbabilisticGeneratingCircuitsHonghuaZhang1BrendanJuba2GuyVandenBroeck1Abstractwiche,2009;Kisaetal.,2014;Vergarietal.,2020)suchassum-productnetworks(Poon&Domingos,2011).Generatingfunctions,whichar...
MorphVAE:GeneratingNeuralMorphologiesfrom3D-WalksusingaVariationalAutoencoderwithSphericalLatentSpaceSophieLaturnus1PhilippBerens123Abstractputsitreceivesandwherethecomputedoutputsaresentto(Hilleta...
GeneratingimageswithsparserepresentationsCharlieNash1JacobMenick1SanderDieleman1PeterBattaglia1AbstractFigure1.Imagesoftenhavesparsestructure,withsalientcontentdistributedunevenlyacrosslocations.Ou...
ContrastiveLearningInvertstheDataGeneratingProcessRolandS.Zimmermann12YashSharma12SteffenSchneider123MatthiasBethge†1WielandBrendel†1AbstractInanutshell,contrastivemethodsaimtolearnrepresenta-tio...
MultilinearLatentConditioningforGeneratingUnseenAttributeCombinationsMarkosGeorgopoulos1GrigoriosChrysos1MajaPantic1YannisPanagakis2AbstractFigure1.SchematicoftheconditionalVAE(top)andtheproposedfr...
HypernetworkApproachtoGeneratingPointCloudsPrzemysławSpurek1SebastianWinczowski1JacekTabor1MaciejZamorski23MaciejZieba23TomaszTrzcin´ski43AbstractFigure1.MeshrepresentationsgeneratedbyourHyperClo...
GeneratingProgrammaticReferringExpressionsviaProgramSynthesisJianiHuang1CalvinSmith2OsbertBastani1RishabhSingh3AwsAlbarghouthi2MayurNaik1Abstractthequestionandasymbolicrepresentationoftheimage,weca...
NetGAN:GeneratingGraphsviaRandomWalksAleksandarBojchevski1OleksandrShchur1DanielZu¨gner1StephanGu¨nnemann1AbstractAnincreasinglypopularwaytoaddressthisissueinotherfieldsisbyswitchingfromexplicit(...
GraphRNN:GeneratingRealisticGraphswithDeepAuto-regressiveModelsJiaxuanYou1RexYing1XiangRen2WilliamL.Hamilton1JureLeskovec1Abstractgraphsbasedonaprioristructuralassumptions(Newman,2010).However,akey...