GeometryScore:AMethodForComparingGenerativeAdversarialNetworksValentinKhrulkov1IvanOseledets12AbstractSharma,2018)intheGANsframeworkisestimatingthequalityofthegeneratedsamples.IntraditionalGANmodel...
GenerativeTemporalModelswithSpatialMemoryforPartiallyObservedEnvironmentsMarcoFraccaro1DaniloJimenezRezende2YoriZwols2AlexanderPritzel2S.M.AliEslami2FabioViola2Abstractcanbeusefulformodel-basedrein...
GAIN:MissingDataImputationusingGenerativeAdversarialNetsJinsungYoon1JamesJordon2MihaelavanderSchaar123Abstractheartrateofthepatient(Yoonetal.,2018c).Asubstantialamountofresearchhasbeendedicatedtode...
FirstOrderGenerativeAdversarialNetworksCalvinSeward12ThomasUnterthiner2UrsBergmann1NikolayJetchev1SeppHochreiter2AbstractGenerativemodelapproximatesatargetprobabilitydistri-bution.Inordertodetermin...
DiscoveringInterpretableRepresentationsforBothDeepGenerativeandDiscriminativeModelsTameemAdel12ZoubinGhahramani123AdrianWeller124Abstractunderstandingthemodelandgaininginsightsaboutthecorresponding...
ContextualGraphMarkovModel:ADeepandGenerativeApproachtoGraphProcessingDavideBacciu1FedericoErrica1AlessioMicheli1AbstractMarkovModel(Bacciuetal.,2012a)andtheconstructiveapproachofNeuralNetworkforGr...
CompositeFunctionalGradientLearningofGenerativeAdversarialModelsRieJohnson1TongZhang2Abstractinaterealdatafromgenerateddata.Mathematically,GANThispaperfirstpresentsatheoryforGenerativesolvesthefoll...
χ2GenerativeAdversarialNetworkChenyangTao1LiqunChen1RicardoHenao1JianfengFeng2LawrenceCarin1AbstractP×P→Rbetweendistributionspd(x)andpG(x)sat-isfyingd(pd,pG)=maxDV(pd,pG;D),wherePistheToassessth...
AutoregressiveQuantileNetworksforGenerativeModelingGeorgOstrovski1WillDabney1Re´miMunos1AbstractInthispaper,wepresentanovelapproachtoGenerativemod-eling,that,whilestrikinglydifferentfromexistingme...
WassersteinGenerativeAdversarialNetworksMartinArjovsky1SoumithChintala2Le´onBottou12AbstractThetypicalremedyistoaddanoisetermtothemodeldis-tribution.ThisiswhyvirtuallyallGenerativemodelsde-Weintro...
StochasticGenerativeHashingBoDai1RuiqiGuo2SanjivKumar2NiaoHe3LeSong1AbstractshowninthesupplementarymaterialD.Brute-forcelinearsearchisexpensiveforlargedatasets.ToalleviatethetimeLearning-basedbinar...
SchemaNetworks:Zero-shotTransferwithaGenerativeCausalModelofIntuitivePhysicsKenKanskyTomSilverDavidA.Me´lyMohamedEldawyMiguelLa´zaro-GredillaXinghuaLouNimrodDorfmanSzymonSidorScottPhoenixDileepGe...
ScalableGenerativeModelsforMulti-labelLearningwithMissingLabelsVikasJain1NirbhayModhe1PiyushRai1Abstracttisingandrecommendersystems(Prabhu&Varma,2014;Jainetal.,2016),etc.Wepresentascalable,generati...
LearningtoDiscoverCross-DomainRelationswithGenerativeAdversarialNetworksTaeksooKim1MoonsuCha1HyunsooKim1JungKwonLee1JiwonKim1AbstractDiscoGANWhilehumanseasilyrecognizerelationsbe-tweendatafromdiffe...
LearningtheStructureofGenerativeModelswithoutLabeledDataStephenH.Bach1BryanHe1AlexanderRatner1ChristopherRe´1Abstractvisionsourcessuchasheuristics,knowledgebases,andweakclassifierstraineddirectlyo...
LearningHierarchicalFeaturesfromDeepGenerativeModelsShengjiaZhao1JiamingSong1StefanoErmon1AbstractinsucientforgenerationDeepneuralnetworkshavebeenshowntobesucientforclassicationverysuccessfulatlear...
GeneralizationandEquilibriuminGenerativeAdversarialNets(GANs)SanjeevArora1RongGe2YingyuLiang1TengyuMa1YiZhang1AbstractFigure1.ProbabilitydensityDrealwithmanypeaksandvalleysItisshownthattrainingofge...
FromPatchestoImages:ANonparametricGenerativeModelGengJi1MichaelC.Hughes2ErikB.Sudderth13Abstractanddenoisingtoextractinformationdirectlyfromasinglecorruptedimage.Alternatively,theaccurateexpectedpa...
DeepGenerativeModelsforRelationalDatawithSideInformationChangweiHu1PiyushRai2LawrenceCarin3Abstractofaccomplishingthisisbyembeddingthenodesinala-tentspacevialatentspacemodels(Hoffetal.,2002).Wepres...
CompressedSensingusingGenerativeModelsAshishBora1AjilJalal2EricPrice1AlexandrosG.Dimakis2Abstractoftheunknownvectorx⇤.Weneedtoassumethattheun-knownvectoris“natural,”or“simple,”insomeapplicatio...