"Stability"的相关文档

标签“Stability”的相关文档，共9条

Train simultaneously, generalize better Stability of gradient-based minimax learners
Trainsimultaneously,generalizebetter:Stabilityofgradient-basedminimaxlearnersFarzanFarnia1AsumanOzdaglar1Abstract2014)andadversarialtraining(Madryetal.,2017)haveachievedgreatsuccessoverawidearrayof...
of Stability Gradient-Based Better Generalize
2023-11-16 19:42:1313561.02 MB1
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Stability and Convergence of Stochastic Gradient Clipping Beyond Lipschitz Continuity and Smoothness
StabilityandConvergenceofStochasticGradientClipping:BeyondLipschitzContinuityandSmoothnessVienV.Mai1MikaelJohansson1Abstractproblemsareatthecoreofmanymachine-learningappli-cations,andareoftensolved...
of and Stability Gradient Convergence
2023-11-16 19:41:561384812.09 KB11
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Stability and Generalization of Stochastic Gradient Methods for Minimax Problems
StabilityandGeneralizationofStochasticGradientMethodsforMinimaxProblemsYunwenLei1ZhenhuanYang2TianbaoYang3YimingYing2Abstracting(Goodfellowetal.,2014),robustoptimization(Chenetal.,2017;Namkoong&Duc...
of and Stability Gradient Methods
2023-11-16 19:41:56898903.55 KB20
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Interpretable Stability Bounds for Spectral Graph Filters
InterpretableStabilityBoundsforSpectralGraphFiltersHenryKenlay1DorinaThanou2XiaowenDong1Abstractaubiquitoustooldesignedtoprocessgraph-structureddata.Inadditiontovarioussignalprocessingtasks(Shumane...
for Stability Graph Filters Spectral
2023-11-16 18:47:04658670.24 KB9
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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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Fine-Grained Analysis of Stability and Generalization for Stochastic Gradient Descent
Fine-GrainedAnalysisofStabilityandGeneralizationforStochasticGradientDescentYunwenLei12YimingYing3Abstractaniterativealgorithm,SGDupdatesthemodelsequentiallyuponreceivinganewdatumwithacheapper-iter...
of for and Stability Analysis
2023-11-14 21:44:15599368.85 KB22
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Stability and Generalization of Learning Algorithms that Converge to Global Optima
StabilityandGeneralizationofLearningAlgorithmsthatConvergetoGlobalOptimaZacharyCharles1DimitrisPapailiopoulos1Abstractrecentworkinanalyzingthegeneralizationcapacityofvar-iouslearningalgorithms,ourt...
Learning of and Algorithms Stability
2023-11-13 12:00:431279639.72 KB26
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Data-Dependent Stability of Stochastic Gradient Descent
Data-DependentStabilityofStochasticGradientDescentIljaKuzborskij1ChristophH.Lampert2Abstractticeonemightnotevenreachaminimum,yetneverthelessobservesexcellentperformance.Weestablishadata-dependentno...
of Stability Gradient Descent Stochastic
2023-11-13 11:59:221611446.3 KB6
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Algorithmic Stability and Hypothesis Complexity
AlgorithmicStabilityandHypothesisComplexityTongliangLiu1Ga´borLugosi234GergelyNeu5DachengTao1AbstractHardtetal.(2015)showedthatparametricmodelstrainedbystochasticgradientdescentalgorithmsareunifor...
and Algorithmic Stability Hypothesis Complexity
2023-11-12 20:43:501326236.33 KB14
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