"Stochastic"的相关文档 - 文库宝

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标签“Stochastic”的相关文档，共142条

Efficiently Solving MDPs with Stochastic Mirror Descent
EfﬁcientlySolvingMDPswithStochasticMirrorDescentYujiaJin1AaronSidford1AbstractanMDPgivenonlyrestrictedaccesstothemodel.Inpar-ticular,weconsidertheproblemofcomputingan-optimalInthispaperwepresentau...
with Descent Stochastic Mirror Efficiently
2023-11-14 21:44:011522390.68 KB29
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Doubly Stochastic Variational Inference for Neural Processes with Hierarchical Latent Variables
DoublyStochasticVariationalInferenceforNeuralProcesseswithHierarchicalLatentVariablesQiWang1HerkevanHoof1Abstractdecision-making(Gal&Ghahramani,2016).Neuralprocesses(NPs)constituteafamilyofvari-Fac...
Neural for Inference Variational Stochastic
2023-11-14 21:43:5513902.05 MB4
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Convergence of a Stochastic Gradient Method with Momentum for Non-Smooth Non-Convex Optimization
ConvergenceofaStochasticGradientMethodwithMomentumforNon-SmoothNon-ConvexOptimizationVienV.Mai1MikaelJohansson1AbstractThisfunctionclassisveryrichandimportantinoptimiza-tion(Rockafellar,1982;Vial,1...
of with Gradient Convergence Stochastic
2023-11-14 21:43:3717631.16 MB15
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Communication-Efficient Distributed Stochastic AUC Maximization with Deep Neural Networks
Communication-EfﬁcientDistributedStochasticAUCMaximizationwithDeepNeuralNetworksZhishuaiGuo1MingruiLiu1ZhuoningYuan1LiShen2WeiLiu2TianbaoYang1Abstract1.IntroductionInthispaper,westudydistributedal...
Maximization Distributed with Deep Stochastic
2023-11-14 21:43:306201.52 MB28
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Can Stochastic Zeroth-Order Frank-Wolfe Method Converge Faster for Non-Convex Problems
CanStochasticZeroth-OrderFrank-WolfeMethodConvergeFasterforNon-ConvexProblems?HongchangGao1HengHuang12Abstractwhere⌦⇢Rddenotesaclosedconvexfeasibleset,eachcomponentfunctionfiissmoothandnon-convex...
Stochastic Can Method Faster Frank-Wolfe
2023-11-14 21:43:221131706.63 KB29
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Accelerated Stochastic Gradient-free and Projection-free Methods
AcceleratedStochasticGradient-freeandProjection-freeMethodsFeihuHuang12LueTao12SongcanChen12Abstract1.IntroductionInthepaper,weproposeaclassofacceleratedInthepaper,wefocusonsolvingthefollowingconst...
and Methods Stochastic Accelerated Projection-free
2023-11-14 21:42:5514045.44 MB11
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The Effect of Network Width on Stochastic Gradient Descent and Generalization an Empirical Study
TheEffectofNetworkWidthonStochasticGradientDescentandGeneralization:anEmpiricalStudyDanielS.Park12JaschaSohl-Dickstein1QuocV.Le1SamuelL.Smith3AbstractWilsonetal.,2017;Sagunetal.,2017;Mandtetal.,201...
of on Stochastic the Network
2023-11-13 14:48:4515751.13 MB30
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The Anisotropic Noise in Stochastic Gradient Descent Its Behavior of Escaping from Sharp Minima and Regularization Effects
TheAnisotropicNoiseinStochasticGradientDescent:ItsBehaviorofEscapingfromSharpMinimaandRegularizationEffectsZhanxingZhu123JingfengWu1BingYu1LeiWu1JinwenMa1Abstract90Understandingthebehaviorofstochas...
Gradient Descent Stochastic the in
2023-11-13 14:48:4412286.72 MB6
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SWALP Stochastic Weight Averaging in Low Precision Training
SWALP:StochasticWeightAveraginginLow-PrecisionTrainingGuandaoYang1TianyiZhang1PolinaKirichenko1JunwenBai1AndrewGordonWilson1ChristopherDeSa1Abstractandaccumulategradientinformationinhigherprecision...
Precision Stochastic in low Weight
2023-11-13 14:48:421126790.03 KB6
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Stochastic Gradient Push for Distributed Deep Learning
StochasticGradientPushforDistributedDeepLearningMahmoudAssran12NicolasLoizou13NicolasBallas1MikeRabbat1Abstracttributedtrainingofdeepnetworks(Goyaletal.,2017;Lietal.,2014).Workernodescomputelocalmi...
Learning for Distributed Gradient Deep
2023-11-13 14:48:391038509.4 KB28
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Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization
StochasticIterativeHardThresholdingforGraph-structuredSparsityOptimizationBaojianZhou1FengChen1YimingYing2Abstract2005;Yuan&Lin,2006)andmorestructurednormsbuiltoneitherdisjointoroverlappinggroupsof...
for Stochastic Sparsity Iterative Hard
2023-11-13 14:48:39680631.65 KB16
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Stochastic Optimization for DC Functions and Non-smooth Non-convex Regularizers with Non-asymptotic Convergence
StochasticOptimizationforDCFunctionsandNon-smoothNon-convexRegularizerswithNon-asymptoticConvergenceYiXu1QiQi1QihangLin2RongJin3TianbaoYang1Abstractwhereg(·)andh(·)arereal-valuedlower-semicontinu...
for Optimization Non-Smooth and Stochastic
2023-11-13 14:48:381218544.36 KB12
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Stochastic Deep Networks
StochasticDeepNetworksGwendolinedeBie1GabrielPeyre´21MarcoCuturi34Abstract2012)todealnowwithshapes(Wuetal.,2015a),sounds(Leeetal.,2009),texts(LeCunetal.,1998)orMachinelearningisincreasinglytargeti...
Networks Deep Stochastic
2023-11-13 14:48:386291.74 MB24
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Stochastic Blockmodels meet Graph Neural Networks
StochasticBlockmodelsmeetGraphNeuralNetworksNikhilMehta∗1LawrenceCarin1PiyushRai2Abstractsuchassocialandbiologicalnetworkanalysisandrecom-mendersystems.TheselatentstructureshelpdiscovertheStochast...
Neural Networks Graph Stochastic meet
2023-11-13 14:48:382004489.04 KB19
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Stochastic Beams and Where To Find Them The Gumbel-Top-k Trick for Sampling Sequences Without Replacement
StochasticBeamsandWheretoFindThem:TheGumbel-Top-kTrickforSamplingSequencesWithoutReplacementWouterKool12HerkevanHoof1MaxWelling13AbstractextensionoftheGumbel-MaxtrickastheGumbel-Top-ktrick.Thewell-...
and Stochastic to Where Beams
2023-11-13 14:48:381367872.64 KB22
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Simple Stochastic Gradient Methods for Non-Smooth Non-Convex Regularized Optimization
SimpleStochasticGradientMethodsforNon-SmoothNon-ConvexRegularizedOptimizationMichaelR.Metel1AkikoTakeda12Abstractwherefj(w)=F(w,ξj)andhasaLipschitzcontinuousgradient.OurworkfocusesonStochasticgrad...
for Non-Smooth Gradient Methods Stochastic
2023-11-13 14:48:331862337.63 KB27
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Sever A Robust Meta-Algorithm for Stochastic Optimization
SEVER:ARobustMeta-AlgorithmforStochasticOptimization1IliasDiakonikolas1GautamKamath2DanielM.Kane3JerryLi4JacobSteinhardt5AlistairStewart6Abstractbergetal.,2002;Lietal.,2008)requiringpainstakingman-...
for Optimization Stochastic Robust Sever
2023-11-13 14:48:321702373.1 KB11
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Semi-Cyclic Stochastic Gradient Descent
Semi-CyclicStochasticGradientDescentHubertEichner1TomerKoren1H.BrendanMcMahan1NathanSrebro2KunalTalwar1AbstractSGD,typicallyafewhundreddevicesarechosenrandomlybytheservertoparticipate;critically,ho...
Gradient Descent Stochastic Semi-Cyclic
2023-11-13 14:48:31992334.08 KB20
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Riemannian adaptive Stochastic gradient algorithms on matrix manifolds
RiemannianadaptiveStochasticgradientalgorithmsonmatrixmanifoldsHiroyukiKasai1PratikJawanpuria2BamdevMishra2AbstractADAM(Kingma&Ba,2015),arguablythemostpopularadaptivegradientmethod,additionallyempl...
Adaptive Matrix Algorithms Gradient on
2023-11-13 14:48:2514621.7 MB17
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Rao-Blackwellized Stochastic Gradients for Discrete Distributions
Rao-BlackwellizedStochasticGradientsforDiscreteDistributionsRunjingLiu1JeffreyRegier2NileshTripuraneni2MichaelI.Jordan12JonMcAuliffe13Abstractthefocusofthispaper,theexactgradientiscomputationallyin...
for Stochastic Gradients Discrete Distributions
2023-11-13 14:48:21904457.95 KB8
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