"Acceleration"的相关文档

标签“Acceleration”的相关文档，共14条

Optimization of Graph Neural Networks Implicit Acceleration by Skip Connections and More Depth
OptimizationofGraphNeuralNetworks:ImplicitAccelerationbySkipConnectionsandMoreDepthKeyuluXu1MozhiZhang2StefanieJegelka1KenjiKawaguchi3AbstracttheoreticalaspectsofGNNstounderstandtheirsuccessandlimi...
of Neural Networks Optimization Graph
2023-11-16 19:28:261010508 KB29
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Fast margin maximization via dual Acceleration
FastMarginMaximizationviaDualAccelerationZiweiJi1NathanSrebro2MatusTelgarsky1Abstractmargin0.050.00Wepresentandanalyzeamomentum-basedgra-−0.05Alg1/eq(1.1)dientmethodfortraininglinearclassiﬁerswit...
Maximization via Fast Dual Margin
2023-11-16 18:38:087771.23 MB3
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Acceleration via Fractal Learning Rate Schedules
AccelerationviaFractalLearningRateSchedulesNamanAgarwal1SurbhiGoel2CyrilZhang2AbstractChebyshevnodesγtstepsizesγt−1fractalscheduleηtInpracticalapplicationsofiterativeﬁrst-orderFigure1:Visualiz...
Learning via Rate Acceleration Fractal
2023-11-16 18:00:21828625.97 KB22
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A Modular Analysis of Provable Acceleration via Polyak’s Momentum Training a Wide ReLU Network and a Deep Linear Network
AModularAnalysisofProvableAccelerationviaPolyak’sMomentum:TrainingaWideReLUNetworkandaDeepLinearNetworkJun-KunWang1Chi-HengLin2JacobAbernethy1Abstract1.IntroductionIncorporatingaso-called“momentu...
of Analysis via Network Modular
2023-11-16 17:52:041583273.76 KB5
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Variance Reduced Coordinate Descent with Acceleration New Method With a Surprising Application to Finite-Sum Problems
VarianceReducedCoordinateDescentwithAcceleration:NewMethodWithaSurprisingApplicationtoFinite-SumProblemsFilipHanzely1DmitryKovalev1PeterRichta´rik1Abstractcontrast,ifψisnotseparable,thecorrespond...
with Coordinate Descent Variance New
2023-11-14 21:46:581459695.38 KB4
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Anderson Acceleration of Proximal Gradient Methods
AndersonAccelerationofProximalGradientMethodsVienV.Mai1MikaelJohansson1Abstractrameters;slightlyover-orunder-estimatingthestrongcon-vexityconstantcanhaveasevereeffectontheoverallper-Andersonacceler...
of Gradient Methods Proximal Acceleration
2023-11-14 21:43:0711511.56 MB21
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Acceleration for Compressed Gradient Descent in Distributed Optimization
AccelerationforCompressedGradientDescentinDistributedandFederatedOptimizationZhizeLi1DmitryKovalev1XunQian1PeterRichta´rik1Abstract1.IntroductionDuetothehighcommunicationcostindistributedWiththepr...
for Distributed Gradient Descent in
2023-11-14 21:42:575928.4 MB16
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Acceleration through spectral density estimation
Average-CaseAccelerationThroughSpectralDensityEstimationFabianPedregosa1DamienScieur2Abstractworst-caseaverage-caseWedevelopaframeworkfortheaverage-caseSuboptimalityanalysisofrandomquadraticproblem...
Density Estimation through Spectral Acceleration
2023-11-14 21:42:56593612.76 KB16
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Curvature-Exploiting Acceleration of Elastic Net Computations
Curvature-ExploitingAccelerationofElasticNetComputationsVienV.Mai1MikaelJohansson1Abstractimprovetheperformancewhenfeaturesarehighlycorre-lated(Tibshiranietal.,2015;Zou&Hastie,2005).Thispaperintrod...
of Elastic Acceleration Net Curvature-Exploiting
2023-11-13 14:46:471732388.57 KB13
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Anytime Online-to-Batch, Optimism and Acceleration
AnytimeOnline-to-Batch,OptimismandAccelerationAshokCutkosky1Abstractoptimalornear-optimalguarantees.ThishashelpedfuelthewidespreadadoptionofonlinelearningalgorithmsasAstandardwaytoobtainconvergence...
and Acceleration Optimism Anytime Online-to-Batch
2023-11-13 14:46:251381255.99 KB15
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Acceleration of SVRG and Katyusha X by Inexact Preconditioning
AccelerationofSVRGandKatyushaXbyInexactPreconditioningYanliLiu1FeiFeng1WotaoYin1Abstractregularizerψ(x)isproper,closed,andconvex,butmaybenonsmooth.Anonzeroψ(x)isdesirableinmanyapplica-Empiricalri...
of and by Acceleration Inexact
2023-11-13 14:46:169581.03 MB18
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A Dynamical Systems Perspective on Nesterov Acceleration
ADynamicalSystemsPerspectiveonNesterovAccelerationMichaelMuehlebach1MichaelI.Jordan1Abstractbeenmanyattemptstounderstandandcharacterizethephe-nomenon.Bubecketal.(2015)suggestamodiﬁcationofWepresen...
on Systems Nesterov Dynamical Perspective
2023-11-13 14:46:125511010.61 KB10
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On Acceleration with Noise-Corrupted Gradients
OnAccelerationwithNoise-CorruptedGradientsMichaelB.Cohen1JelenaDiakonikolas2LorenzoOrecchia2AbstractAccelerationisinterestingbecauseityieldsfasteralgorithmsthanclassicalsteepest-descentalgorithms,o...
with on Gradients Acceleration Noise-Corrupted
2023-11-13 12:00:1816291.05 MB12
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“Convex Until Proven Guilty” Dimension-Free Acceleration of Gradient Descent on Non-Convex Functions
“ConvexUntilProvenGuilty”:Dimension-FreeAccelerationofGradientDescentonNon-ConvexFunctionsYairCarmonJohnC.DuchiOliverHinderAaronSidford1AbstractOptimizationbecomesmoredifﬁcultwithoutconvexity,as...
of Convex Until Proven Guilty
2023-11-12 20:45:32705917.05 KB13
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