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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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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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Exact MAP Inference by Avoiding Fractional Vertices
ExactMAPInferencebyAvoidingFractionalVerticesErikM.Lindgren1AlexandrosG.Dimakis1AdamKlivans2AbstracttionisgivenbyGivenagraphicalmodel,oneessentialprob-lemisMAPinference,thatis,ﬁndingthemostlik...
Inference by Map Exact Avoiding
2023-11-12 20:44:21545276.62 KB28
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Fractional Underdamped Langevin Dynamics Retargeting SGD with Momentum under Heavy-Tailed Gradient Noise

Non-Asymptotic Analysis of Fractional Langevin Monte Carlo for Non-Convex Optimization

Fractional Langevin Monte Carlo Exploring Levy Driven Stochastic Differential Equations for Markov Chain Monte Carlo

Exact MAP Inference by Avoiding Fractional Vertices