Geometric compression of invariant manifolds in neural nets

Geometric compression of invariant manifolds in neural nets

22 July 2020

Leonardo Petrini

Papers citing "Geometric compression of invariant manifolds in neural nets"

13 / 13 papers shown

Title
Scaling Laws and Representation Learning in Simple Hierarchical Languages: Transformers vs. Convolutional Architectures Francesco Cagnetta Alessandro Favero Antonio Sclocchi M. Wyart 26 0 0 11 May 2025
How Feature Learning Can Improve Neural Scaling Laws Blake Bordelon Alexander B. Atanasov C. Pehlevan 54 12 0 26 Sep 2024
Task Arithmetic in the Tangent Space: Improved Editing of Pre-Trained Models Guillermo Ortiz-Jiménez Alessandro Favero P. Frossard MoMe 42 103 0 22 May 2023
Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning Antonio Sclocchi Mario Geiger M. Wyart 32 6 0 31 Jan 2023
Effects of Data Geometry in Early Deep Learning Saket Tiwari G. Konidaris 69 7 0 29 Dec 2022
Evolution of Neural Tangent Kernels under Benign and Adversarial Training Noel Loo Ramin Hasani Alexander Amini Daniela Rus AAML 28 13 0 21 Oct 2022
Lazy vs hasty: linearization in deep networks impacts learning schedule based on example difficulty Thomas George Guillaume Lajoie A. Baratin 23 5 0 19 Sep 2022
Learning sparse features can lead to overfitting in neural networks Leonardo Petrini Francesco Cagnetta Eric Vanden-Eijnden M. Wyart MLT 29 23 0 24 Jun 2022
A Structured Dictionary Perspective on Implicit Neural Representations Gizem Yüce Guillermo Ortiz-Jiménez Beril Besbinar P. Frossard 26 86 0 03 Dec 2021
What can linearized neural networks actually say about generalization? Guillermo Ortiz-Jiménez Seyed-Mohsen Moosavi-Dezfooli P. Frossard 21 43 0 12 Jun 2021
Relative stability toward diffeomorphisms indicates performance in deep nets Leonardo Petrini Alessandro Favero Mario Geiger M. Wyart OOD 31 15 0 06 May 2021
An analytic theory of shallow networks dynamics for hinge loss classification Franco Pellegrini Giulio Biroli 19 19 0 19 Jun 2020
Double Trouble in Double Descent : Bias and Variance(s) in the Lazy Regime Stéphane dÁscoli Maria Refinetti Giulio Biroli Florent Krzakala 93 152 0 02 Mar 2020