Classification of Heavy-tailed Features in High Dimensions: a
Superstatistical Approach

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Classification of Heavy-tailed Features in High Dimensions: a Superstatistical Approach

6 April 2023

Urte Adomaityte

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Papers citing "Classification of Heavy-tailed Features in High Dimensions: a Superstatistical Approach"

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Title
Gaussian Universality of Perceptrons with Random Labels Federica Gerace Florent Krzakala Bruno Loureiro Ludovic Stephan Lenka Zdeborová 88 24 0 26 May 2022
Universality of empirical risk minimization Andrea Montanari Basil Saeed OOD 63 75 0 17 Feb 2022
Graph-based Approximate Message Passing Iterations Cédric Gerbelot Raphael Berthier 80 48 0 24 Sep 2021
Prevalence of Neural Collapse during the terminal phase of deep learning training Vardan Papyan Xuemei Han D. Donoho 202 578 0 18 Aug 2020
Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (or : How to Prove Kabashima's Replica Formula) Cédric Gerbelot A. Abbara Florent Krzakala 41 48 0 11 Jun 2020
The role of regularization in classification of high-dimensional noisy Gaussian mixture Francesca Mignacco Florent Krzakala Yue M. Lu Lenka Zdeborová 40 89 0 26 Feb 2020
Generalisation error in learning with random features and the hidden manifold model Federica Gerace Bruno Loureiro Florent Krzakala M. Mézard Lenka Zdeborová 67 172 0 21 Feb 2020
A Model of Double Descent for High-dimensional Binary Linear Classification Zeyu Deng A. Kammoun Christos Thrampoulidis 85 146 0 13 Nov 2019
Asymptotic Bayes risk for Gaussian mixture in a semi-supervised setting Marc Lelarge Léo Miolane 49 28 0 08 Jul 2019
Limitations of Lazy Training of Two-layers Neural Networks Behrooz Ghorbani Song Mei Theodor Misiakiewicz Andrea Montanari MLT 55 143 0 21 Jun 2019
Surprises in High-Dimensional Ridgeless Least Squares Interpolation Trevor Hastie Andrea Montanari Saharon Rosset Robert Tibshirani 194 743 0 19 Mar 2019
Reconciling modern machine learning practice and the bias-variance trade-off M. Belkin Daniel J. Hsu Siyuan Ma Soumik Mandal 240 1,650 0 28 Dec 2018
Conditional predictive inference for stable algorithms Lukas Steinberger Hannes Leeb 161 12 0 05 Sep 2018
State Evolution for General Approximate Message Passing Algorithms, with Applications to Spatial Coupling Adel Javanmard Andrea Montanari 75 263 0 21 Nov 2012