"Dropout"的相关文档

标签“Dropout”的相关文档，共11条

Dropout Explicit Forms and Capacity Control
Dropout:ExplicitFormsandCapacityControlRamanArora1PeterBartlett2PooryaMianjy1NathanSrebro3Abstracttion(Cavazzaetal.,2018;Mianjyetal.,2018),intwolayerlinearnetworks(Mianjyetal.,2018),andindeeplinear...
and Capacity Dropout Control Explicit
2023-11-16 18:30:50681771.53 KB11
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Landscape Connectivity and Dropout Stability of SGD Solutions for Over-parameterized Neural Networks
LandscapeConnectivityandDropoutStabilityofSGDSolutionsforOver-parameterizedNeuralNetworksAlexanderShevchenko1MarcoMondelli1Abstractanover-parameterizednetworkviaSGDtypicallyleadstoasolutionthathass...
of and Stability Dropout SGD
2023-11-14 21:44:477755.1 MB20
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Informative Dropout for Robust Representation Learning A Shape-bias Perspective
InformativeDropoutforRobustRepresentationLearning:AShape-biasPerspectiveBaifengShi1DinghuaiZhang2QiDai3ZhanxingZhu245YadongMu6JingdongWang3AbstractFigure1.Comparisonofdifferentshape-biasedmethods.(...
Learning for Robust Dropout Representation
2023-11-14 21:44:4012365.26 MB27
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On Dropout and Nuclear Norm Regularization
OnDropoutandNuclearNormRegularizationPooryaMianjy1RamanArora1Abstractislinear,therepresentationinfactoredformmakestheop-timizationlandscapenon-convexandhence,challengingWegiveaformalandcompletechar...
and on Dropout Regularization Nuclear
2023-11-13 14:48:026391.73 MB5
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Jumpout Improved Dropout for Deep Neural Networks with ReLUs
Jumpout:ImprovedDropoutforDeepNeuralNetworkswithReLUsShengjieWang1TianyiZhou1JeffA.Bilmes2Abstractperfectly,resultinginanoverﬁttingproblemandtherebyweakeningthegeneralizationperformanceonunseendat...
Neural for Networks Deep Dropout
2023-11-13 14:47:3312821.46 MB23
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Dropout as a Structured Shrinkage Prior
DropoutasaStructuredShrinkagePriorEricNalisnick1JoséMiguelHernández-Lobato123PadhraicSmyth4AbstractexplainDropout’sinner-workingsandsuccessarealsoplen-tiful.Togiveafewexamples,Srivastavaetal.(20...
Dropout Structured as Prior Shrinkage
2023-11-13 14:46:581123832.73 KB7
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Demystifying Dropout
DemystifyingDropoutHongchangGao12JianPei34HengHuang12Abstractnetworksinvarioustasks.Dropoutisapopulartechniquetotrainlarge-scaleInspiredbythegoodperformanceofDropout,anumberdeepneuralnetworkstoalle...
Dropout Demystifying
2023-11-13 14:46:511954808.72 KB1
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On the Implicit Bias of Dropout
OntheImplicitBiasofDropoutPooryaMianjy1RamanArora1ReneVidal2AbstractDropout(Srivastavaetal.,2014).Inparticular,Dropout,whichisthefocusofthispaper,randomlydropshiddenAlgorithmicapproachesendowdeeple...
of on the Dropout Implicit
2023-11-13 12:00:196792.98 MB14
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Dropout Training, Data-dependent Regularization, and Generalization Bounds
DropoutTraining,Data-dependentRegularization,andGeneralizationBoundsWenlongMou1YuchenZhou2JunGao3LiweiWang34AbstractexperimentalstudieshaveshowntheregularizationeffectincurredbyDropout,asthegapbetw...
and Dropout generalization bounds Regularization
2023-11-13 11:59:29925334.29 KB28
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Variational Dropout Sparsifies Deep Neural Networks
VariationalDropoutSparsiﬁesDeepNeuralNetworksDmitryMolchanov12ArseniiAshukha34DmitryVetrov31Abstractprobabilitiesofdroppinganeuron.TheDropoutratesaretypicallyoptimizedusinggridsearch.Toavoidtheex-...
Neural Networks Variational Deep Dropout
2023-11-12 20:45:291472864.13 KB27
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Dropout Inference in Bayesian Neural Networks with Alpha-divergences
DropoutInferenceinBayesianNeuralNetworkswithAlpha-divergencesYingzhenLi1YarinGal12Abstractinformationcanbeused,forexample,toidentifywhenavi-sionmodelisgivenanadversarialimage(studiedbelow),Toobtain...
Neural Networks Inference with Bayesian
2023-11-12 20:44:1611761.05 MB14
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