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On Random Matrices Arising in Deep Neural Networks: General I.I.D. Case

On Random Matrices Arising in Deep Neural Networks: General I.I.D. Case

20 November 2020
L. Pastur
V. Slavin
    CML
ArXivPDFHTML

Papers citing "On Random Matrices Arising in Deep Neural Networks: General I.I.D. Case"

7 / 7 papers shown
Title
Towards Quantifying the Hessian Structure of Neural Networks
Towards Quantifying the Hessian Structure of Neural Networks
Zhaorui Dong
Yushun Zhang
Z. Luo
Jianfeng Yao
Ruoyu Sun
26
0
0
05 May 2025
Deep Equilibrium Models are Almost Equivalent to Not-so-deep Explicit
  Models for High-dimensional Gaussian Mixtures
Deep Equilibrium Models are Almost Equivalent to Not-so-deep Explicit Models for High-dimensional Gaussian Mixtures
Zenan Ling
Longbo Li
Zhanbo Feng
Yixuan Zhang
Feng Zhou
Robert C. Qiu
Zhenyu Liao
32
4
0
05 Feb 2024
Universal characteristics of deep neural network loss surfaces from
  random matrix theory
Universal characteristics of deep neural network loss surfaces from random matrix theory
Nicholas P. Baskerville
J. Keating
F. Mezzadri
J. Najnudel
Diego Granziol
22
4
0
17 May 2022
Concentration of Random Feature Matrices in High-Dimensions
Concentration of Random Feature Matrices in High-Dimensions
Zhijun Chen
Hayden Schaeffer
Rachel A. Ward
18
6
0
14 Apr 2022
Eigenvalue Distribution of Large Random Matrices Arising in Deep Neural
  Networks: Orthogonal Case
Eigenvalue Distribution of Large Random Matrices Arising in Deep Neural Networks: Orthogonal Case
L. Pastur
14
5
0
12 Jan 2022
Free Probability for predicting the performance of feed-forward fully
  connected neural networks
Free Probability for predicting the performance of feed-forward fully connected neural networks
Reda Chhaibi
Tariq Daouda
E. Kahn
ODL
26
1
0
01 Nov 2021
On Random Matrices Arising in Deep Neural Networks. Gaussian Case
On Random Matrices Arising in Deep Neural Networks. Gaussian Case
L. Pastur
13
23
0
17 Jan 2020
1