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On the Eigenvalue Decay Rates of a Class of Neural-Network Related
  Kernel Functions Defined on General Domains

On the Eigenvalue Decay Rates of a Class of Neural-Network Related Kernel Functions Defined on General Domains

4 May 2023
Yicheng Li
Zixiong Yu
Y. Cotronis
Qian Lin
ArXivPDFHTML

Papers citing "On the Eigenvalue Decay Rates of a Class of Neural-Network Related Kernel Functions Defined on General Domains"

12 / 12 papers shown
Title
Divergence of Empirical Neural Tangent Kernel in Classification Problems
Divergence of Empirical Neural Tangent Kernel in Classification Problems
Zixiong Yu
Songtao Tian
Guhan Chen
30
0
0
15 Apr 2025
Neural Tangent Kernel of Neural Networks with Loss Informed by Differential Operators
Weiye Gan
Yicheng Li
Q. Lin
Zuoqiang Shi
41
0
0
14 Mar 2025
On the Saturation Effects of Spectral Algorithms in Large Dimensions
Weihao Lu
Haobo Zhang
Yicheng Li
Q. Lin
47
1
0
01 Mar 2025
Gradient Descent Finds Over-Parameterized Neural Networks with Sharp
  Generalization for Nonparametric Regression
Gradient Descent Finds Over-Parameterized Neural Networks with Sharp Generalization for Nonparametric Regression
Yingzhen Yang
Ping Li
MLT
41
0
0
05 Nov 2024
On the Impacts of the Random Initialization in the Neural Tangent Kernel
  Theory
On the Impacts of the Random Initialization in the Neural Tangent Kernel Theory
Guhan Chen
Yicheng Li
Qian Lin
AAML
40
1
0
08 Oct 2024
On the Pinsker bound of inner product kernel regression in large
  dimensions
On the Pinsker bound of inner product kernel regression in large dimensions
Weihao Lu
Jialin Ding
Haobo Zhang
Qian Lin
60
0
0
02 Sep 2024
Improving Adaptivity via Over-Parameterization in Sequence Models
Improving Adaptivity via Over-Parameterization in Sequence Models
Yicheng Li
Qian Lin
33
1
0
02 Sep 2024
Entrywise error bounds for low-rank approximations of kernel matrices
Entrywise error bounds for low-rank approximations of kernel matrices
Alexander Modell
64
0
0
23 May 2024
Optimization dependent generalization bound for ReLU networks based on
  sensitivity in the tangent bundle
Optimization dependent generalization bound for ReLU networks based on sensitivity in the tangent bundle
Dániel Rácz
Mihaly Petreczky
András Csertán
Bálint Daróczy
MLT
28
1
0
26 Oct 2023
Optimal Rate of Kernel Regression in Large Dimensions
Optimal Rate of Kernel Regression in Large Dimensions
Weihao Lu
Hao Zhang
Yicheng Li
Manyun Xu
Qian Lin
53
5
0
08 Sep 2023
Generalization Ability of Wide Residual Networks
Generalization Ability of Wide Residual Networks
Jianfa Lai
Zixiong Yu
Songtao Tian
Qian Lin
36
4
0
29 May 2023
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
306
10,378
0
12 Dec 2018
1