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On the diffusion approximation of nonconvex stochastic gradient descent
v1v2 (latest)

On the diffusion approximation of nonconvex stochastic gradient descent

22 May 2017
Junyang Qian
C. J. Li
Lei Li
Jianguo Liu
    DiffM
ArXiv (abs)PDFHTML

Papers citing "On the diffusion approximation of nonconvex stochastic gradient descent"

6 / 6 papers shown
Title
Study on the Large Batch Size Training of Neural Networks Based on the
  Second Order Gradient
Study on the Large Batch Size Training of Neural Networks Based on the Second Order Gradient
Fengli Gao
Huicai Zhong
ODL
30
10
0
16 Dec 2020
Fluctuation-dissipation relations for stochastic gradient descent
Fluctuation-dissipation relations for stochastic gradient descent
Sho Yaida
113
75
0
28 Sep 2018
A Walk with SGD
A Walk with SGD
Chen Xing
Devansh Arpit
Christos Tsirigotis
Yoshua Bengio
96
119
0
24 Feb 2018
Three Factors Influencing Minima in SGD
Three Factors Influencing Minima in SGD
Stanislaw Jastrzebski
Zachary Kenton
Devansh Arpit
Nicolas Ballas
Asja Fischer
Yoshua Bengio
Amos Storkey
85
463
0
13 Nov 2017
Stochastic gradient descent performs variational inference, converges to
  limit cycles for deep networks
Stochastic gradient descent performs variational inference, converges to limit cycles for deep networks
Pratik Chaudhari
Stefano Soatto
MLT
95
304
0
30 Oct 2017
Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical
  Viewpoints
Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints
Wenlong Mou
Liwei Wang
Xiyu Zhai
Kai Zheng
MLT
64
159
0
19 Jul 2017
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