"Rates"的相关文档

标签“Rates”的相关文档，共15条

Private Stochastic Convex Optimization Optimal Rates in L1 Geometry
PrivateStochasticConvexOptimization:OptimalRatesin1GeometryHilalAsi1VitalyFeldman2TomerKoren3KunalTalwar2AbstractInthisproblem(DP-SCO),givenni.i.d.samplesz1,...,znfromadistributionP,wewishtorelease...
Optimization Stochastic in Optimal Convex
2023-11-16 19:28:31776358.69 KB10
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Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding
ImprovingLosslessCompressionRatesviaMonteCarloBits-BackCodingYangjunRuan12KarenUllrich23DanielSevero12JamesTownsend4AshishKhisti1ArnaudDoucet5AlirezaMakhzani12ChrisJ.Maddison12Abstract<latexitsha1_...
via Improving Monte Carlo Compression
2023-11-16 18:47:026961.43 MB13
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Distributed Second Order Methods with Fast Rates and Compressed Communication
DistributedSecondOrderMethodswithFastRatesandCompressedCommunicationRustemIslamov12XunQian1PeterRichta´rik1Abstract1.IntroductionWedevelopseveralnewcommunication-efﬁcientTheprevalentparadigmfortr...
Distributed with Methods Fast Rates
2023-11-16 18:30:487673.99 MB28
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On the Global Convergence Rates of Softmax Policy Gradient Methods
OntheGlobalConvergenceRatesofSoftmaxPolicyGradientMethodsJinchengMei12ChenjunXiao1CsabaSzepesva´ri31DaleSchuurmans21Abstracttheyguaranteemonotonicimprovementofthevalue.Asec-ondaryappealisthatpolic...
of Softmax on Convergence the
2023-11-14 21:45:331599789.51 KB15
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Evaluating Lossy Compression Rates of Deep Generative Models
EvaluatingLossyCompressionRatesofDeepGenerativeModelsSicongHuang123AlirezaMakhzani12YanshuaiCao3RogerGrosse12Abstracttance(FID)(Heuseletal.,2017),whichdonothavenearlythesamedegreeoftheoreticalunder...
of Generative Deep Evaluating Compression
2023-11-14 21:44:057296.12 MB7
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Convergence Rates of Variational Inference in Sparse Deep Learning
ConvergenceRatesofVariationalInferenceinSparseDeepLearningBadr-EddineChérief-Abdellatif1AbstractModernapproximateinferencemainlyreliesonvariationalinference(VI),withsometimesaﬂavorofsamplingtech-...
of Inference Sparse Variational Convergence
2023-11-14 21:43:371694286.12 KB20
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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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Rates of Convergence for Sparse Variational Gaussian Process Regression
RatesofConvergenceforSparseVariationalGaussianProcessRegressionDavidR.Burt1CarlEdwardRasmussen12MarkvanderWilk2AbstractWhilethecomputationalcostofaddinginducingvariablesiswellunderstood,resultsonho...
of for Sparse Variational Convergence
2023-11-13 14:48:22822757.63 KB8
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Fast Rates for a kNN Classifier Robust to Unknown Asymmetric Label Noise
FastRatesforakNNClassiﬁerRobusttoUnknownAsymmetricLabelNoiseHenryW.J.Reeve1AtaKaba´n1Abstractetal.,2018).InthissettingtheclassicalkNNalgorithmisnolongerconsistent(seeSection5).Mostexistingtheoret...
for Robust Fast Classifier to
2023-11-13 14:47:11706367.23 KB3
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Rates of Convergence of Spectral Methods for Graphon Estimation
RatesofConvergenceofSpectralMethodsforGraphonEstimationJiamingXu1Abstractapproximationsofthegraphonfunctionf.Thispaperstudiestheproblemofestimatingthe1.Introductiongraphonfunction–agenerativemecha...
of for Methods Convergence Spectral
2023-11-13 12:00:32825372.11 KB23
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Optimal Rates of Sketched-regularized Algorithms for Least-Squares Regression over Hilbert Spaces
OptimalRatesofSketched-regularizedAlgorithmsforLeast-SquaresRegressionoverHilbertSpacesJunhongLin1VolkanCevher1Abstracttofunctionalregression(Ramsay,2006)andlinearinverseWeinvestigateregularizedalg...
of for Algorithms Optimal Rates
2023-11-13 12:00:21654323.28 KB12
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Byzantine-Robust Distributed Learning Towards Optimal Statistical Rates
Byzantine-RobustDistributedLearning:TowardsOptimalStatisticalRatesDongYin1YudongChen2KannanRamchandran1PeterBartlett13Abstractasworkermachines(McMahan&Ramage,2017;Konecˇny`etal.,2016).Suchmachines...
Learning Distributed Statistical Optimal Towards
2023-11-13 11:59:12640535.37 KB11
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Adafactor Adaptive Learning Rates with Sublinear Memory Cost
Adafactor:AdaptiveLearningRateswithSublinearMemoryCostNoamShazeer1MitchellStern12Abstractvectorsummarizingthehistoryofsquaredgradients,usuallyobtainedthroughsummationasinAdagrad(Duchietal.,Insevera...
Adaptive Learning with Memory Rates
2023-11-13 11:58:58989318.67 KB5
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Uniform Convergence Rates for Kernel Density Estimation
UniformConvergenceRatesforKernelDensityEstimationHeinrichJiang1Abstractboundedaswellasdecayassumptionsonthekernelfunc-tions.Moreover,theseboundsholduniformlyoverRdandKerneldensityestimation(KDE)isa...
for Kernel Convergence Density Estimation
2023-11-12 20:45:271798323.21 KB9
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