EvaluatingLossyCompressionRatesofDeepGenerativeModelsSicongHuang123AlirezaMakhzani12YanshuaiCao3RogerGrosse12Abstracttance(FID)(Heuseletal.,2017),whichdonothavenearlythesamedegreeoftheoreticalunder...
EquivariantFlows:ExactLikelihoodGenerativeLearningforSymmetricDensitiesJonasKo¨hler1LeonKlein1FrankNoe´123Abstractproblems,suchasvalidconformationsofproteins.Normalizingflowsareexact-likelihoodge...
DistributionAugmentationforGenerativeModelingHeewooJun1RewonChild1MarkChen1JohnSchulman1AdityaRamesh1AlecRadford1IlyaSutskever1AbstractFigure1.Unconditionalsamplesfromalargeautoregressivemodeltrain...
AutoGAN-Distiller:SearchingtoCompressGenerativeAdversarialNetworksYongganFu1WuyangChen2HaotaoWang2HaoranLi1YingyanLin1ZhangyangWang2Abstractandenhancement.Thoseapplicationshavedriventhegrow-ingdema...
AChance-ConstrainedGenerativeFrameworkforSequenceOptimizationXianggenLiu12QiangLiu3SenSong1JianPeng2Abstractlong-rangeconstraints(e.g.,valencyconditionsinmoleculargeneration),pushingthediscretesear...
Sliced-WassersteinFlows:NonparametricGenerativeModelingviaOptimalTransportandDiffusionsAntoineLiutkus1UmutS¸ims¸ekli2SzymonMajewski3AlainDurmus4Fabian-RobertSto¨ter1Abstract2013)andGenerativeadv...
Self-AttentionGenerativeAdversarialNetworksHanZhang12IanGoodfellow2DimitrisMetaxas1AugustusOdena2AbstractlutionalGANs(Odenaetal.,2017;Miyatoetal.,2018;Miyato&Koyama,2018)havemuchmoredifficultyinInt...
RobustInferenceviaGenerativeClassifiersforHandlingNoisyLabelsKiminLee1SukminYun1KibokLee2HonglakLee32BoLi4JinwooShin15Abstract2018)orwebdata(Krauseetal.,2016).Machine-generatedlabelsareoftenused;e....
RevisitingPrecisionandRecallDefinitionforGenerativeModelEvaluationLo¨ıcSimon1RyanWebster1JulienRabin1AbstractFigure1.Illustrationofprecision-recallcurvesformulti-modalcontinuousdistributions.Left...
Non-ParametricPriorsForGenerativeAdversarialNetworksRajhansSingh1PavanTuraga12SurenJayasuriya12RaviGarg3MartinW.Braun3Abstractpointsinhigh-dimensionalspacewithdistributionsmatch-ingreal-data.Inpart...
Multi-objectivetrainingofGenerativeAdversarialNetworkswithmultiplediscriminatorsIsabelaAlbuquerque1Joa˜oMonteiro1ThangDoan2BreandanConsidine3TiagoFalk1IoannisMitliagkas3Abstractshortcomingsinvolve...
MIWAE:DeepGenerativeModellingandImputationofIncompleteDataSetsPierre-AlexandreMattei1JesFrellsen1Abstractcientlyusingnonparametricmethods,inparticulark-nearestneighbours(kNN,seee.g.Troyanskayaetal....
Metropolis-HastingsGenerativeAdversarialNetworksRyanTurner1JaneHung1EricFrank1YunusSaatci1JasonYosinski1AbstractTheMH-GANusesMarkovchainMonteCarlo(MCMC)methodstosamplefromthedistributionimplicitlyd...
MetricGAN:GenerativeAdversarialNetworksbasedBlack-boxMetricScoresOptimizationforSpeechEnhancementSzu-WeiFu12Chien-FengLiao12YuTsao2Shou-DeLin1Abstractstance,Donahueetal.(2018)appliedCGANonspeechenh...
LipschitzGenerativeAdversarialNetsZhimingZhou1JiadongLiang2YuxuanSong1LantaoYu3HongweiWang3WeinanZhang1YongYu1ZhihuaZhang2Abstract2018;Yadavetal.,2017),arestillnotfullyunderstood.Inthispaperweshowt...
LearningNeurosymbolicGenerativeModelsviaProgramSynthesisHalleyYoung1OsbertBastani1MayurNaik1Abstractblereconstructingtheoriginalimage(right)(IIzukaetal.,2017).Real-worlddataoftencontainssuchglobals...
LearningGenerativeModelsacrossIncomparableSpacesCharlotteBunne1DavidAlvarez-Melis2AndreasKrause1StefanieJegelka2Abstractof28×28-pixelvectorsforMNIST),andthegenerateddis-tributionthatminimizestheob...
HyperGAN:AGenerativeModelforDiverse,PerformantNeuralNetworksNealeRatzlaff1LiFuxin1Abstractlearningapproximateposteriordistributionsovernetworkparameters.Pastapproachesmostlyleveragevariationalin-St...
HexaGAN:GenerativeAdversarialNetsforRealWorldClassificationUiwonTHawsankgs1DahuinJung1SungrohYoon12Abstract…MostdeeplearningclassificationstudiesassumeMissingDataImputationcleandata.However,whende...
Graphite:IterativeGenerativeModelingofGraphsAdityaGrover1AaronZweig1StefanoErmon1Abstractneuralnetworks(Gorietal.,2005;Scarsellietal.,2009;Brunaetal.,2013).Agraphneuralnetworklearnsnode-Graphsareaf...