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Improved Convergence Rate of Stochastic Gradient Langevin Dynamics with
  Variance Reduction and its Application to Optimization

Improved Convergence Rate of Stochastic Gradient Langevin Dynamics with Variance Reduction and its Application to Optimization

30 March 2022
Yuri Kinoshita
Taiji Suzuki
ArXivPDFHTML

Papers citing "Improved Convergence Rate of Stochastic Gradient Langevin Dynamics with Variance Reduction and its Application to Optimization"

5 / 5 papers shown
Title
Langevin Multiplicative Weights Update with Applications in Polynomial Portfolio Management
Langevin Multiplicative Weights Update with Applications in Polynomial Portfolio Management
Yi-Hu Feng
Tianlin Li
Tian Xie
62
0
0
26 Feb 2025
Provably Fast Finite Particle Variants of SVGD via Virtual Particle
  Stochastic Approximation
Provably Fast Finite Particle Variants of SVGD via Virtual Particle Stochastic Approximation
Aniket Das
Dheeraj M. Nagaraj
41
7
0
27 May 2023
Algorithmic Stability of Heavy-Tailed SGD with General Loss Functions
Algorithmic Stability of Heavy-Tailed SGD with General Loss Functions
Anant Raj
Lingjiong Zhu
Mert Gurbuzbalaban
Umut Simsekli
31
15
0
27 Jan 2023
Utilising the CLT Structure in Stochastic Gradient based Sampling :
  Improved Analysis and Faster Algorithms
Utilising the CLT Structure in Stochastic Gradient based Sampling : Improved Analysis and Faster Algorithms
Aniket Das
Dheeraj M. Nagaraj
Anant Raj
54
6
0
08 Jun 2022
Faster Convergence of Stochastic Gradient Langevin Dynamics for
  Non-Log-Concave Sampling
Faster Convergence of Stochastic Gradient Langevin Dynamics for Non-Log-Concave Sampling
Difan Zou
Pan Xu
Quanquan Gu
41
35
0
19 Oct 2020
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