Universality laws for Gaussian mixtures in generalized linear models

Universality laws for Gaussian mixtures in generalized linear models

17 February 2023

Ludovic Stephan

Florent Krzakala

Lenka Zdeborová

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Papers citing "Universality laws for Gaussian mixtures in generalized linear models"

14 / 14 papers shown

Title
Models of Heavy-Tailed Mechanistic Universality Liam Hodgkinson Zhichao Wang Michael W. Mahoney 68 1 0 04 Jun 2025
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
Crafting Heavy-Tails in Weight Matrix Spectrum without Gradient Noise Vignesh Kothapalli Tianyu Pang Shenyang Deng Zongmin Liu Yaoqing Yang 81 4 0 07 Jun 2024
One-Bit Quantization and Sparsification for Multiclass Linear Classification via Regularized Regression Reza Ghane D. Akhtiamov Babak Hassibi 46 1 0 16 Feb 2024
Asymptotics of feature learning in two-layer networks after one gradient-step Hugo Cui Luca Pesce Yatin Dandi Florent Krzakala Yue M. Lu Lenka Zdeborová Bruno Loureiro MLT 135 19 0 07 Feb 2024
Orthogonal Random Features: Explicit Forms and Sharp Inequalities N. Demni Hachem Kadri 72 1 0 11 Oct 2023
Exact threshold for approximate ellipsoid fitting of random points Antoine Maillard Afonso S. Bandeira 61 4 0 09 Oct 2023
Fitting an ellipsoid to random points: predictions using the replica method Antoine Maillard Dmitriy Kunisky 74 4 0 02 Oct 2023
The RL Perceptron: Generalisation Dynamics of Policy Learning in High Dimensions Nishil Patel Sebastian Lee Stefano Sarao Mannelli Sebastian Goldt Adrew Saxe OffRL 114 4 0 17 Jun 2023
How Two-Layer Neural Networks Learn, One (Giant) Step at a Time Yatin Dandi Florent Krzakala Bruno Loureiro Luca Pesce Ludovic Stephan MLT 122 29 0 29 May 2023
Multinomial Logistic Regression: Asymptotic Normality on Null Covariates in High-Dimensions Kai Tan Pierre C. Bellec 54 5 0 28 May 2023
Classification of Heavy-tailed Features in High Dimensions: a Superstatistical Approach Urte Adomaityte G. Sicuro P. Vivo 59 10 0 06 Apr 2023
On double-descent in uncertainty quantification in overparametrized models Lucas Clarté Bruno Loureiro Florent Krzakala Lenka Zdeborová UQCV 151 14 0 23 Oct 2022
Gaussian Universality of Perceptrons with Random Labels Federica Gerace Florent Krzakala Bruno Loureiro Ludovic Stephan Lenka Zdeborová 104 24 0 26 May 2022