StabilizingEquilibriumModelsbyJacobianRegularizationShaojieBai1VladlenKoltun2J.ZicoKolter1Abstractequilibriumzbytheimplicitfunctiontheorem(Krantz&Parks,2012),irrespectiveofthemethodusedtosolveforDe...
UnderstandingandStabilizingGANs’TrainingDynamicsusingControlTheoryKunXu1ChongxuanLi1JunZhu1BoZhang1Abstractplesfromfakeones.Gaimstorecoverthedatadistributionbymaximizingthisratio.Thisframeworkisfo...
StabilizingDifferentiableArchitectureSearchviaPerturbation-basedRegularizationXiangningChen1Cho-JuiHsieh1AbstractHowever,thesemethodsusuallyrequiremassivecomputa-tionresources.Recently,avarietyofap...
StabilizingTransformersforReinforcementLearningEmilioParisotto1H.FrancisSong2JackW.Rae2RazvanPascanu2CaglarGulcehre2SiddhantM.Jayakumar2MaxJaderberg2Raphae¨lLopezKaufman2AidanClark2SebNoury2Matthe...
StabilizingGradientsforDeepNeuralNetworksviaEfficientSVDParameterizationJiongZhang1QiLei1InderjitS.Dhillon12Abstract1.IntroductionVanishingandexplodinggradientsaretwooftheDeepneuralnetworkshaveachi...