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Anomalous diffusion dynamics of learning in deep neural networks

Anomalous diffusion dynamics of learning in deep neural networks

22 September 2020
Guozhang Chen
Chengqing Qu
P. Gong
ArXivPDFHTML

Papers citing "Anomalous diffusion dynamics of learning in deep neural networks"

5 / 5 papers shown
Title
High-dimensional manifold of solutions in neural networks: insights from statistical physics
High-dimensional manifold of solutions in neural networks: insights from statistical physics
Enrico M. Malatesta
46
4
0
20 Feb 2025
Differentially Private Stochastic Gradient Descent with Low-Noise
Differentially Private Stochastic Gradient Descent with Low-Noise
Puyu Wang
Yunwen Lei
Yiming Ying
Ding-Xuan Zhou
FedML
33
5
0
09 Sep 2022
Extended critical regimes of deep neural networks
Extended critical regimes of deep neural networks
Chengqing Qu
Asem Wardak
P. Gong
AI4CE
19
1
0
24 Mar 2022
The Limiting Dynamics of SGD: Modified Loss, Phase Space Oscillations,
  and Anomalous Diffusion
The Limiting Dynamics of SGD: Modified Loss, Phase Space Oscillations, and Anomalous Diffusion
D. Kunin
Javier Sagastuy-Breña
Lauren Gillespie
Eshed Margalit
Hidenori Tanaka
Surya Ganguli
Daniel L. K. Yamins
25
15
0
19 Jul 2021
The Loss Surfaces of Multilayer Networks
The Loss Surfaces of Multilayer Networks
A. Choromańska
Mikael Henaff
Michaël Mathieu
Gerard Ben Arous
Yann LeCun
ODL
175
1,185
0
30 Nov 2014
1