A Lipschitz spaces view of infinitely wide shallow neural networks

A Lipschitz spaces view of infinitely wide shallow neural networks

18 October 2024

Francesca Bartolucci

Marcello Carioni

José A. Iglesias

Stefano Vigogna

Papers citing "A Lipschitz spaces view of infinitely wide shallow neural networks"

13 / 13 papers shown

Title
Embeddings between Barron spaces with higher order activation functions T. J. Heeringa L. Spek Felix L. Schwenninger C. Brune 75 3 0 25 May 2023
Duality for Neural Networks through Reproducing Kernel Banach Spaces L. Spek T. J. Heeringa Felix L. Schwenninger C. Brune 76 13 0 09 Nov 2022
What Kinds of Functions do Deep Neural Networks Learn? Insights from Variational Spline Theory Rahul Parhi Robert D. Nowak MLT 62 71 0 07 May 2021
Two-layer neural networks with values in a Banach space Yury Korolev 58 24 0 05 May 2021
Convex regularization in statistical inverse learning problems T. Bubba Martin Burger T. Helin Luca Ratti 32 9 0 18 Feb 2021
Deep Equals Shallow for ReLU Networks in Kernel Regimes A. Bietti Francis R. Bach 63 90 0 30 Sep 2020
Representation Transfer by Optimal Transport Xuhong Li Yves Grandvalet Rémi Flamary Nicolas Courty Dejing Dou OT 54 8 0 13 Jul 2020
When Do Neural Networks Outperform Kernel Methods? Behrooz Ghorbani Song Mei Theodor Misiakiewicz Andrea Montanari 86 188 0 24 Jun 2020
Fantastic Generalization Measures and Where to Find Them Yiding Jiang Behnam Neyshabur H. Mobahi Dilip Krishnan Samy Bengio AI4CE 129 606 0 04 Dec 2019
Model Fusion via Optimal Transport Sidak Pal Singh Martin Jaggi MoMe FedML 101 234 0 12 Oct 2019
Reconciling modern machine learning practice and the bias-variance trade-off M. Belkin Daniel J. Hsu Siyuan Ma Soumik Mandal 227 1,647 0 28 Dec 2018
Deep Neural Networks as Gaussian Processes Jaehoon Lee Yasaman Bahri Roman Novak S. Schoenholz Jeffrey Pennington Jascha Narain Sohl-Dickstein UQCV BDL 118 1,093 0 01 Nov 2017
Optimal Rates For Regularization Of Statistical Inverse Learning Problems Gilles Blanchard Nicole Mücke 449 143 0 14 Apr 2016