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Mind the spikes: Benign overfitting of kernels and neural networks in
  fixed dimension

Mind the spikes: Benign overfitting of kernels and neural networks in fixed dimension

23 May 2023
Moritz Haas
David Holzmüller
U. V. Luxburg
Ingo Steinwart
    MLT
ArXivPDFHTML

Papers citing "Mind the spikes: Benign overfitting of kernels and neural networks in fixed dimension"

14 / 14 papers shown
Title
Benign Overfitting with Quantum Kernels
Benign Overfitting with Quantum Kernels
Joachim Tomasi
S. Anthoine
Hachem Kadri
30
0
0
21 Mar 2025
On the Saturation Effects of Spectral Algorithms in Large Dimensions
Weihao Lu
Haobo Zhang
Yicheng Li
Q. Lin
34
1
0
01 Mar 2025
Overfitting Regimes of Nadaraya-Watson Interpolators
Overfitting Regimes of Nadaraya-Watson Interpolators
Daniel Barzilai
Guy Kornowski
Ohad Shamir
68
0
0
11 Feb 2025
Scanning Trojaned Models Using Out-of-Distribution Samples
Scanning Trojaned Models Using Out-of-Distribution Samples
Hossein Mirzaei
Ali Ansari
Bahar Dibaei Nia
Mojtaba Nafez
Moein Madadi
...
Kian Shamsaie
Mahdi Hajialilue
Jafar Habibi
Mohammad Sabokrou
M. Rohban
OODD
59
2
0
28 Jan 2025
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
25
1
0
08 Oct 2024
Overfitting Behaviour of Gaussian Kernel Ridgeless Regression: Varying
  Bandwidth or Dimensionality
Overfitting Behaviour of Gaussian Kernel Ridgeless Regression: Varying Bandwidth or Dimensionality
Marko Medvedev
Gal Vardi
Nathan Srebro
38
3
0
05 Sep 2024
Stable Minima Cannot Overfit in Univariate ReLU Networks: Generalization
  by Large Step Sizes
Stable Minima Cannot Overfit in Univariate ReLU Networks: Generalization by Large Step Sizes
Dan Qiao
Kaiqi Zhang
Esha Singh
Daniel Soudry
Yu-Xiang Wang
NoLa
25
3
0
10 Jun 2024
The phase diagram of kernel interpolation in large dimensions
The phase diagram of kernel interpolation in large dimensions
Haobo Zhang
Weihao Lu
Qian Lin
39
5
0
19 Apr 2024
Characterizing Overfitting in Kernel Ridgeless Regression Through the
  Eigenspectrum
Characterizing Overfitting in Kernel Ridgeless Regression Through the Eigenspectrum
Tin Sum Cheng
Aurélien Lucchi
Anastasis Kratsios
David Belius
19
7
0
02 Feb 2024
The Optimality of Kernel Classifiers in Sobolev Space
The Optimality of Kernel Classifiers in Sobolev Space
Jianfa Lai
Zhifan Li
Dongming Huang
Qian Lin
14
1
0
02 Feb 2024
Generalization in Kernel Regression Under Realistic Assumptions
Generalization in Kernel Regression Under Realistic Assumptions
Daniel Barzilai
Ohad Shamir
17
14
0
26 Dec 2023
Neural Tangent Kernel Beyond the Infinite-Width Limit: Effects of Depth
  and Initialization
Neural Tangent Kernel Beyond the Infinite-Width Limit: Effects of Depth and Initialization
Mariia Seleznova
Gitta Kutyniok
179
16
0
01 Feb 2022
The Implicit Bias of Benign Overfitting
The Implicit Bias of Benign Overfitting
Ohad Shamir
91
37
0
27 Jan 2022
Harmless interpolation in regression and classification with structured
  features
Harmless interpolation in regression and classification with structured features
Andrew D. McRae
Santhosh Karnik
Mark A. Davenport
Vidya Muthukumar
93
11
0
09 Nov 2021
1