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Are Gaussian data all you need? Extents and limits of universality in
  high-dimensional generalized linear estimation

Are Gaussian data all you need? Extents and limits of universality in high-dimensional generalized linear estimation

17 February 2023
Luca Pesce
Florent Krzakala
Bruno Loureiro
Ludovic Stephan
ArXiv (abs)PDFHTML

Papers citing "Are Gaussian data all you need? Extents and limits of universality in high-dimensional generalized linear estimation"

7 / 7 papers shown
Title
Provable Benefits of Unsupervised Pre-training and Transfer Learning via Single-Index Models
Taj Jones-McCormick
Aukosh Jagannath
S. Sen
119
0
0
24 Feb 2025
The Effect of Optimal Self-Distillation in Noisy Gaussian Mixture Model
The Effect of Optimal Self-Distillation in Noisy Gaussian Mixture Model
Kaito Takanami
Takashi Takahashi
Ayaka Sakata
153
1
0
27 Jan 2025
A High Dimensional Statistical Model for Adversarial Training: Geometry and Trade-Offs
A High Dimensional Statistical Model for Adversarial Training: Geometry and Trade-Offs
Kasimir Tanner
Matteo Vilucchio
Bruno Loureiro
Florent Krzakala
AAML
97
1
0
31 Dec 2024
Restoring balance: principled under/oversampling of data for optimal classification
Restoring balance: principled under/oversampling of data for optimal classification
Emanuele Loffredo
Mauro Pastore
Simona Cocco
R. Monasson
109
9
0
15 May 2024
Precise Asymptotic Generalization for Multiclass Classification with Overparameterized Linear Models
Precise Asymptotic Generalization for Multiclass Classification with Overparameterized Linear Models
David X. Wu
A. Sahai
105
3
0
23 Jun 2023
Multinomial Logistic Regression: Asymptotic Normality on Null Covariates
  in High-Dimensions
Multinomial Logistic Regression: Asymptotic Normality on Null Covariates in High-Dimensions
Kai Tan
Pierre C. Bellec
54
5
0
28 May 2023
Universality laws for Gaussian mixtures in generalized linear models
Universality laws for Gaussian mixtures in generalized linear models
Yatin Dandi
Ludovic Stephan
Florent Krzakala
Bruno Loureiro
Lenka Zdeborová
FedML
97
23
0
17 Feb 2023
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