EfficientandScalableBayesianNeuralNetswithRank-1FactorsMichaelW.Dusenberry†1GhassenJerfel12YemingWen13Yi-AnMa14JasperSnoek1KatherineHeller12BalajiLakshminarayanan1DustinTran1Abstractdeeplearning.I...
LipschitzGenerativeAdversarialNetsZhimingZhou1JiadongLiang2YuxuanSong1LantaoYu3HongweiWang3WeinanZhang1YongYu1ZhihuaZhang2Abstract2018;Yadavetal.,2017),arestillnotfullyunderstood.Inthispaperweshowt...
HexaGAN:GenerativeAdversarialNetsforRealWorldClassificationUiwonTHawsankgs1DahuinJung1SungrohYoon12Abstract…MostdeeplearningclassificationstudiesassumeMissingDataImputationcleandata.However,whende...
StrongerGeneralizationBoundsforDeepNetsviaaCompressionApproachSanjeevArora1RongGe2BehnamNeyshabur3YiZhang1AbstractfueledresearchinthisareabyshowingexperimentallythatstandardarchitecturesusingSGDand...
StructuredControlNetsforDeepReinforcementLearningMarioSrouji1JianZhang2RuslanSalakhutdinov12AbstractInrecentyears,DeepReinforcementLearningFigure1.TheproposedStructuredControlNet(SCN)forpolicyhasma...
SharpMinimaCanGeneralizeForDeepNetsLaurentDinh1RazvanPascanu2SamyBengio3YoshuaBengio14Abstractapproximatecertainfunctions(e.g.Montufaretal.,2014;Raghuetal.,2016).Otherworks(e.gDauphinetal.,2014;Des...
GeneralizationandEquilibriuminGenerativeAdversarialNets(GANs)SanjeevArora1RongGe2YingyuLiang1TengyuMa1YiZhang1AbstractFigure1.ProbabilitydensityDrealwithmanypeaksandvalleysItisshownthattrainingofge...