"SGD"的相关文档

标签“SGD”的相关文档，共22条

The Heavy-Tail Phenomenon in SGD
TheHeavy-TailPhenomenoninSGDMertGürbüzbalaban1UmutS¸ims¸ekli2LingjiongZhu3Abstract1.IntroductionInrecentyears,variousnotionsofcapacityandThelearningprobleminneuralnetworkscanbeexpressedascomple...
the in SGD Heavy-Tail Phenomenon
2023-11-16 19:42:0513311.34 MB2
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Byzantine-Resilient High-Dimensional SGD with Local Iterations on Heterogeneous Data
Byzantine-ResilientHigh-DimensionalSGDwithLocalIterationsonHeterogeneousDataDeepeshData1SuhasDiggavi1Abstract(Deanetal.,2012)(e.g.,trainingamachinelearningmodelwithoutcollectingtheclients’data,whi...
with on Local High-dimensional SGD
2023-11-16 18:11:1715261.21 MB24
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BASGD Buffered Asynchronous SGD for Byzantine Learning
BASGD:BufferedAsynchronousSGDforByzantineLearningYi-RuiYang1Wu-JunLi1AbstractLeeetal.,2017;Lianetal.,2017;Zhaoetal.,2017;Sunetal.,2018;Wangnietal.,2018;Zhaoetal.,2018;ZhouDistributedlearninghasbeco...
Learning for Asynchronous SGD Byzantine
2023-11-16 18:07:421858463.56 KB16
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Bias-Variance Reduced Local SGD for Less Heterogeneous Federated Learning
Bias-VarianceReducedLocalSGDforLessHeterogeneousFederatedLearningTomoyaMurata12TaijiSuzuki23Abstractsetofthewholedatasetwhichisnotexplicitlyexchanged.Inrecentfederatedlearning,introducedbyKonecˇny...
for Local Reduced SGD Heterogeneous
2023-11-16 18:07:3714288.49 MB25
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Accelerating Gossip SGD with Periodic Global Averaging
AcceleratingGossipSGDwithPeriodicGlobalAveragingYimingChen1KunYuan1YingyaZhang1PanPan1YinghuiXu1WotaoYin1AbstractMETHODEPOCHACC.%TIME(HRS.)CommunicationoverheadhindersthescalabilityPARALLELSGD12076...
with Global Periodic Accelerating SGD
2023-11-16 18:00:206511.07 MB16
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SGD Learns One-Layer Networks in WGANs
SGDLearnsOne-LayerNetworksinWGANsQiLei1JasonD.Lee2AlexandrosG.Dimakis1ConstantinosDaskalakis3Abstractbutionwithlowsamplecomplexity.However,theseresultscannotbealgorithmicallyattainedviapracticalGAN...
Networks in SGD Learns One-Layer
2023-11-14 21:46:23612613.73 KB19
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Orthogonalized SGD and Nested Architectures for Anytime Neural Networks
OrthogonalizedSGDandNestedArchitecturesforAnytimeNeuralNetworksChengchengWan1HenryHoffmann1ShanLu1MichaelMaire1Abstract...O1WeproposeanovelvariantofSGDcustomizedInput...O2fortrainingnetworkarchitec...
for and Architectures Orthogonalized SGD
2023-11-14 21:45:471396495.7 KB29
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Moniqua Modulo Quantized Communication in Decentralized SGD
Moniqua:ModuloQuantizedCommunicationinDecentralizedSGDYuchengLu1ChristopherDeSa1Abstract(Lietal.,2014a;b)ortheMPIAllReduceoperation(Groppetal.,1999).Suchadesign,however,putsheavypressureRunningStoc...
in Decentralized Communication SGD Quantized
2023-11-14 21:45:149764.99 MB30
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Momentum Improves Normalized SGD
MomentumImprovesNormalizedSGDAshokCutkosky12HarshMehta1AbstractthatSGD’sconvergencerateisindependentofthedimen-sionoftheproblem,allowingittoscalemoreeasilytoWeprovideanimprovedanalysisofnormalized...
Momentum SGD Normalized Improves
2023-11-14 21:45:131796566.3 KB2
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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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Is Local SGD Better than Minibatch SGD
IsLocalSGDBetterthanMinibatchSGD?BlakeWoodworth1KumarKshitijPatel1SebastianU.Stich2ZhenDai3BrianBullins1H.BrendanMcMahan4OhadShamir5NathanSrebro1Abstractcludingindatacenterand“FederatedLearning”s...
Local is Better than SGD
2023-11-14 21:44:44800617.25 KB26
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From Local SGD to Local Fixed Point Methods for Federated Learning
FromLocalSGDtoLocalFixed-PointMethodsforFederatedLearningGrigoryMalinovsky1DmitryKovalev2ElnurGasanov2LaurentCondat2PeterRichtárik2Abstractoneplaceistocommunicate,tokeepmovingtowardsthesolutionoft...
from Methods Local to Point
2023-11-14 21:44:17861888.68 KB19
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Fractional Underdamped Langevin Dynamics Retargeting SGD with Momentum under Heavy-Tailed Gradient Noise
FractionalUnderdampedLangevinDynamics:RetargetingSGDwithMomentumunderHeavy-TailedGradientNoiseUmutS¸ims¸ekli12LingjiongZhu3YeeWhyeTeh2MertGu¨rbu¨zbalaban4Abstract1.IntroductionStochasticgradien...
with Fractional Langevin SGD Dynamics
2023-11-14 21:44:1610414.04 MB12
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Closing the convergence gap of SGD without replacement
ClosingtheconvergencegapofSGDwithoutreplacementShashankRajput1AnantGupta1DimitrisPapailiopoulos1Abstractthechoiceofasingleorasubsetofsampledfunctionsfi,andαrepresentsthestepsize.With-andwithoutre-...
gap of Convergence the without
2023-11-14 21:43:2712042.33 MB19
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AdaScale SGD A User-Friendly Algorithm for Distributed Training
AdaScaleSGD:AUser-FriendlyAlgorithmforDistributedTrainingTylerB.Johnson†1PulkitAgrawal†1HaijieGu1CarlosGuestrin1Abstracttrainingalgorithms.Duringeachiteration,SGDappliesasmallandnoisyupdatetothem...
for Distributed Algorithm Training SGD
2023-11-14 21:42:596392.42 MB28
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A Unified Theory of Decentralized SGD with Changing Topology and Local Updates
AUniﬁedTheoryofDecentralizedSGDwithChangingTopologyandLocalUpdatesAnastasiaKoloskova1NicolasLoizou2SadraBoreiri1MartinJaggi1SebastianU.Stich1Abstractetal.,2016;2017;Kairouzetal.,2019)hasemerged,bu...
of with Decentralized Theory Unified
2023-11-14 21:42:5412562.32 MB11
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SGD without Replacement Sharper Rates for General Smooth Convex Functions
SGDwithoutReplacement:SharperRatesforGeneralSmoothConvexFunctionsDheerajNagaraj1PraneethNetrapalli2PrateekJain2Abstractf(x;i):Rd→Risthei-thcomponentfunction.Forex-ample,instandardERManddeeplearnin...
for without General Rates SGD
2023-11-13 14:48:331655394.22 KB24
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SGD General Analysis and Improved Rates
SGD:GeneralAnalysisandImprovedRatesRobertM.Gower1NicolasLoizou2XunQian3AlibekSailanbayev3EgorShulgin4PeterRichta´rik324Abstractwhereeachfi:Rd→Rissmooth(butnotnecessarilyconvex).Further,weassumeth...
and Analysis General Improved Rates
2023-11-13 14:48:321676898.43 KB1
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Random Shuffling Beats SGD after Finite Epochs
RandomShufﬂingBeatsSGDafterFiniteEpochsJeffHaoChen1SuvritSra2Abstract1.IntroductionAlong-standingprobleminoptimizationisWefocusonminimizationoftheﬁnite-sumprovingthatRANDOMSHUFFLE,thewithout-repl...
random SGD Finite Shuffling Beats
2023-11-13 14:48:211431307.72 KB27
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SGD and Hogwild! Convergence Without the Bounded Gradients Assumption
SGDandHogwild!ConvergenceWithouttheBoundedGradientsAssumptionLamM.Nguyen12PhuongHaNguyen3MartenvanDijk3PeterRichta´rik4KatyaScheinberg1MartinTaka´cˇ1Abstract1.IntroductionStochasticgradientdesce...
and Convergence the without SGD
2023-11-13 12:00:391215986.49 KB14
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