StabilizingEquilibriumModelsbyJacobianRegularizationShaojieBai1VladlenKoltun2J.ZicoKolter1Abstractequilibriumzbytheimplicitfunctiontheorem(Krantz&Parks,2012),irrespectiveofthemethodusedtosolveforDe...
OvercomingCatastrophicForgettingbyBayesianGenerativeRegularizationPatrickH.Chen1WeiWei2Cho-jui,Hsieh1BoDai3Abstractelsfailtotacklecontinuallearningwiththephenomenonofcatastrophicforgetting,wheredee...
OntheInherentRegularizationEffectsofNoiseInjectionDuringTrainingOussamaDhifallah1YueM.Lu1Abstract2008)underGaussianinputandperturbationvectors.OuranalysisparticularlyshowsthatGaussiannoiseinjection...
ImprovingGradientRegularizationusingComplex-ValuedNeuralNetworksEricYeats1YiranChen1HaiLi1Abstractandthattheseinputsaredifficulttodistinguishfromnor-malinputs.SubsequentinvestigationbyGoodfelloweta...
ImplicitRegularizationinTensorFactorizationNoamRazin1AsafMaman1NadavCohen1Abstracttofittingbypredictorsoflowercomplexity.Amajorchal-lengeinformalizingthisintuitionisthatwelackdefinitionsRecenteffor...
DiversityActor-Critic:Sample-AwareEntropyRegularizationforSample-EfficientExplorationSeungyulHan1YoungchulSung1Abstractforchallengingcontinuouscontroltasks.Inthispaper,sample-awarepolicyentropyregu...
ConvexRegularizationinMonte-CarloTreeSearchTuanDam1CarloD’Eramo1JanPeters1JoniPajarinen12Abstractstructure(Coulom,2006).MCTSprovidesaprincipledap-proachfortradingoffbetweenexplorationandexploitati...
ConnectingSphereManifoldsHierarchicallyforRegularizationDamienScieur1YoungsungKim2Abstractbetweenclasses(Bilaletal.,2017).ThispaperconsidersclassificationproblemswithToalleviatethisproblem,inthisst...
TowardsUnderstandingtheRegularizationofAdversarialRobustnessonNeuralNetworksYuxinWen12ShuaiLi1KuiJia12Abstract(Szegedyetal.,2014).Moreintriguingly,theseadversarialexamplesaregeneratedbyaddingimperc...
TheRoleofRegularizationinClassificationofHigh-dimensionalNoisyGaussianMixtureFrancescaMignacco1FlorentKrzakala2YueM.Lu3PierfrancescoUrbani1LenkaZdeborova´1Abstractgeneratedasv∗√Weconsiderahigh-d...
TheImplicitRegularizationofStochasticGradientFlowforLeastSquaresAlnurAli1EdgarDobriban2RyanJ.Tibshirani3Abstractgeneratedbysequentialoptimizationalgorithmsmayserveascheapapproximationstothemoreexpe...
TheImplicitandExplicitRegularizationEffectsofDropoutColinWei1ShamKakade2TengyuMa1AbstractitsRegularizationeffects:Wageretal.(2013);Helmbold&Long(2015);Cavazzaetal.(2017);Mianjyetal.(2018);Dropoutis...
StabilizingDifferentiableArchitectureSearchviaPerturbation-basedRegularizationXiangningChen1Cho-JuiHsieh1AbstractHowever,thesemethodsusuallyrequiremassivecomputa-tionresources.Recently,avarietyofap...
OnImplicitRegularizationinβ-VAEsAbhishekKumar1BenPoole1AbstractWestudytheregularizingeffectsofvariationaldistributionsusedtoapproximatetheposterioronthelearnedgenerativeWhiletheimpactofvariational...
ObtainingAdjustableRegularizationforFreeviaIterateAveragingJingfengWu1VladimirBraverman1LinF.Yang2AbstractRegularization,itcouldcauseahugecomputationalburdentosearchfortheoptimalhyperparameterassoc...
LearningAutoencoderswithRelationalRegularizationHongtengXu12DixinLuo2RicardoHenao2SvatiShah2LawrenceCarin2Abstractalatent-variablemodeldenotedpG,specifiedbyapriordistributionpzonlatentcodez∈Zandag...
Information-TheoreticLocalMinimaCharacterizationandRegularizationZhiweiJia1HaoSu1Abstractinitionsof“flatness/sharpness”havebeenintroducedandanalyzed(Keskaretal.,2017;Neyshaburetal.,2018;2017;Rece...
ImplicitGeometricRegularizationforLearningShapesAmosGropp1LiorYariv1NivHaim1MatanAtzmon1YaronLipman1AbstractFigure1.Learningcurvesfrom2Dpointclouds(whitedisks)usingourmethod;blacklinesdepictthezero...
ImplicitRegularizationofRandomFeatureModelsArthurJacot1BerfinS¸ims¸ek12FrancescoSpadaro1Cle´mentHongler1FranckGabriel1Abstractparametersexhibitsaso-called‘double-descent’curveformanymodelsincl...
ImplicitcompetitiveRegularizationinGANsFlorianScha¨fer1HongkaiZheng23AnimaAnandkumar1AbstractTheminimaxinterpretation:Presently,thesuccessofGANsismostlyattributedtopropertiesofthedivergenceThesucc...