"Langevin"的相关文档

SGLB Stochastic Gradient Langevin Boosting
SGLB:StochasticGradientLangevinBoostingAlekseiUstimenko1LiudmilaProkhorenkova123AbstractLangevindynamics(SGLD),whichisapowerfuliterativeoptimizationalgorithm(Raginskyetal.,2017).ItturnsThispaperint...
Gradient Stochastic Langevin Boosting SGLB
2023-11-16 19:41:46818343.87 KB18
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Stochastic Gradient and Langevin Processes
StochasticGradientandLangevinProcessesXiangCheng1DongYin1PeterBartlett1MichaelJordan1AbstractrestrictedtoisotropicGaussiannoise,whereasthenoiseinSGDcanbefarfromGaussian.Second,thenoisedependsWeprov...
and Gradient Stochastic Processes Langevin
2023-11-14 21:46:3218371.72 MB8
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On Thompson Sampling with Langevin Algorithms
OnThompsonSamplingwithLangevinAlgorithmsEricMazumdar1AldoPacchiano1Yi-AnMa23PeterL.Bartlett14MichaelI.Jordan14Abstractexploitationtradeoffs(Aueretal.,2002;LattimoreandSzepesva´ri,2020),whereinanal...
Sampling Algorithms with on Langevin
2023-11-14 21:45:361201341.36 KB14
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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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Double-Loop Unadjusted Langevin Algorithm
Double-LoopUnadjustedLangevinAlgorithmPaulRolland1ArminEftekhari2AliKavis1VolkanCevher1AbstractTeh,2011;Maetal.,2015).TheULAiteratesaregivenasAwell-knownﬁrst-ordermethodforsamplingxk+1=xk−γk+1∇...
Algorithm Langevin Double-Loop Unadjusted
2023-11-14 21:43:551922306.67 KB18
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Variational Annealing of GANs A Langevin Perspective
VariationalAnnealingofGANs:ALangevinPerspectiveChenyangTao1ShuyangDai1LiqunChen1KeBai1JunyaChen12ChangLiu13RuiyiZhang1GeorgiyBobashev4LawrenceCarin1Abstractapre-speciﬁedsimpledistributionq(z)throu...
of Variational GANs Langevin Perspective
2023-11-13 14:48:5610113.02 MB27
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Non-Asymptotic Analysis of Fractional Langevin Monte Carlo for Non-Convex Optimization
Non-AsymptoticAnalysisofFractionalLangevinMonteCarloforNon-ConvexOptimizationThanhHuyNguyen1UmutS¸ims¸ekli1Gae¨lRichard1Abstract1.IntroductionRecentstudiesondiffusion-basedsamplingmeth-Diffusion...
of Analysis Fractional Monte Carlo
2023-11-13 14:47:59848391.81 KB11
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Fractional Langevin Monte Carlo Exploring Levy Driven Stochastic Differential Equations for Markov Chain Monte Carlo
FractionalLangevinMonteCarlo:ExploringLe´vyDrivenStochasticDifferentialEquationsforMarkovChainMonteCarloUmutS¸ims¸ekli1Abstractuousdiffusionwhichhasπasastationarydistribution.Inpractice,πisusu...
Fractional Monte Carlo Langevin Exploring
2023-11-12 20:44:251348523.13 KB23
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