High-dimensional Asymptotics of Denoising Autoencoders

High-dimensional Asymptotics of Denoising Autoencoders

18 May 2023

Lenka Zdeborová

Papers citing "High-dimensional Asymptotics of Denoising Autoencoders"

8 / 8 papers shown

Title
KAE: Kolmogorov-Arnold Auto-Encoder for Representation Learning Fangchen Yu Ruilizhen Hu Yidong Lin Yuqi Ma Zhenghao Huang Wenye Li 50 0 0 03 Jan 2025
Statistical Mechanics of Min-Max Problems Yuma Ichikawa Koji Hukushima 56 1 0 09 Sep 2024
On Regularization via Early Stopping for Least Squares Regression Rishi Sonthalia Jackie Lok E. Rebrova 50 2 0 06 Jun 2024
Compression of Structured Data with Autoencoders: Provable Benefit of Nonlinearities and Depth Kevin Kögler Aleksandr Shevchenko Hamed Hassani Marco Mondelli MLT 48 0 0 07 Feb 2024
A phase transition between positional and semantic learning in a solvable model of dot-product attention Hugo Cui Freya Behrens Florent Krzakala Lenka Zdeborová MLT 54 11 0 06 Feb 2024
Analysis of learning a flow-based generative model from limited sample complexity Hugo Cui Florent Krzakala Eric Vanden-Eijnden Lenka Zdeborová DRL 49 17 0 05 Oct 2023
Mapping of attention mechanisms to a generalized Potts model Riccardo Rende Federica Gerace Alessandro Laio Sebastian Goldt 30 22 0 14 Apr 2023
Spectrum Dependent Learning Curves in Kernel Regression and Wide Neural Networks Blake Bordelon Abdulkadir Canatar Cengiz Pehlevan 156 201 0 07 Feb 2020