Stochastic gradient descent and fast relaxation to thermodynamic equilibrium: A stochastic control approach
Author:
Affiliation:
1. Institut für Mathematik, Technische Universität Berlin, Berlin, Germany
2. Institut für Mathematik, Brandenburgische Technische Universität Cottbus-Senftenberg, Cottbus, Germany
Funder
Deutsche Forschungsgemeinschaft
Alexander von Humboldt-Stiftung
Publisher
AIP Publishing
Subject
Mathematical Physics,Statistical and Nonlinear Physics
Link
https://aip.scitation.org/doi/pdf/10.1063/5.0051796
Reference53 articles.
1. Stochastic modified equations for the asynchronous stochastic gradient descent
2. Arnold, A. and Erb, J. “Sharp entropy decay for hypocoercive and non-symmetric Fokker-Planck equations with linear drift,” arXiv:1409.5425 (2014).
3. Enhanced sampling techniques in molecular dynamics simulations of biological systems
4. The Convergence of Markov Chain Monte Carlo Methods: From the Metropolis Method to Hamiltonian Monte Carlo
5. Distances between transition probabilities of diffusions and applications to nonlinear Fokker–Planck–Kolmogorov equations
Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献
1. Computationally feasible bounds for the free energy of nonequilibrium steady states, applied to simple models of heat conduction;Molecular Physics;2024-08-20
2. Improving the Convergence Rates for the Kinetic Fokker–Planck Equation by Optimal Control;SIAM Journal on Control and Optimization;2023-06-16
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3