The Gaussian equivalence of generative models for learning with shallow
neural networks

The Gaussian equivalence of generative models for learning with shallow neural networks

25 June 2020

Sebastian Goldt

Florent Krzakala

Lenka Zdeborová

Papers citing "The Gaussian equivalence of generative models for learning with shallow neural networks"

11 / 11 papers shown

Title
Information-theoretic reduction of deep neural networks to linear models in the overparametrized proportional regime Francesco Camilli D. Tieplova Eleonora Bergamin Jean Barbier 82 0 0 06 May 2025
auto-fpt: Automating Free Probability Theory Calculations for Machine Learning Theory Arjun Subramonian Elvis Dohmatob 19 0 0 14 Apr 2025
Exact threshold for approximate ellipsoid fitting of random points Antoine Maillard Afonso S. Bandeira 27 1 0 09 Oct 2023
Precise Asymptotic Generalization for Multiclass Classification with Overparameterized Linear Models David X. Wu A. Sahai 21 2 0 23 Jun 2023
Precise Asymptotic Analysis of Deep Random Feature Models David Bosch Ashkan Panahi B. Hassibi 27 19 0 13 Feb 2023
Disentangling representations in Restricted Boltzmann Machines without adversaries Jorge Fernandez-de-Cossio-Diaz Simona Cocco R. Monasson DRL 24 13 0 23 Jun 2022
High-dimensional Asymptotics of Feature Learning: How One Gradient Step Improves the Representation Jimmy Ba Murat A. Erdogdu Taiji Suzuki Zhichao Wang Denny Wu Greg Yang MLT 27 121 0 03 May 2022
Learning through atypical "phase transitions" in overparameterized neural networks Carlo Baldassi Clarissa Lauditi Enrico M. Malatesta R. Pacelli Gabriele Perugini R. Zecchina 18 26 0 01 Oct 2021
Fast Approximation of the Sliced-Wasserstein Distance Using Concentration of Random Projections Kimia Nadjahi Alain Durmus Pierre E. Jacob Roland Badeau Umut Simsekli 16 36 0 29 Jun 2021
Appearance of Random Matrix Theory in Deep Learning Nicholas P. Baskerville Diego Granziol J. Keating 13 11 0 12 Feb 2021
Generalisation error in learning with random features and the hidden manifold model Federica Gerace Bruno Loureiro Florent Krzakala M. Mézard Lenka Zdeborová 22 165 0 21 Feb 2020