Duality for Neural Networks through Reproducing Kernel Banach Spaces

Duality for Neural Networks through Reproducing Kernel Banach Spaces

9 November 2022

Felix L. Schwenninger

Papers citing "Duality for Neural Networks through Reproducing Kernel Banach Spaces"

12 / 12 papers shown

Title
Mirror Descent on Reproducing Kernel Banach Spaces Akash Kumar Mikhail Belkin Parthe Pandit 43 1 0 18 Nov 2024
A Lipschitz spaces view of infinitely wide shallow neural networks Francesca Bartolucci Marcello Carioni José A. Iglesias Yury Korolev Emanuele Naldi S. Vigogna 23 0 0 18 Oct 2024
Which Spaces can be Embedded in $L_p$ -type Reproducing Kernel Banach Space? A Characterization via Metric Entropy Yiping Lu Daozhe Lin Qiang Du 36 0 0 14 Oct 2024
Novel Kernel Models and Exact Representor Theory for Neural Networks Beyond the Over-Parameterized Regime A. Shilton Sunil R. Gupta Santu Rana Svetha Venkatesh 34 0 0 24 May 2024
Learning with Norm Constrained, Over-parameterized, Two-layer Neural Networks Fanghui Liu L. Dadi V. Cevher 82 2 0 29 Apr 2024
Learning a Sparse Representation of Barron Functions with the Inverse Scale Space Flow T. J. Heeringa Tim Roith Christoph Brune Martin Burger 18 0 0 05 Dec 2023
Function-Space Optimality of Neural Architectures with Multivariate Nonlinearities Rahul Parhi Michael Unser 39 5 0 05 Oct 2023
Sampling weights of deep neural networks Erik Lien Bolager Iryna Burak Chinmay Datar Q. Sun Felix Dietrich BDL UQCV 19 16 0 29 Jun 2023
Variation Spaces for Multi-Output Neural Networks: Insights on Multi-Task Learning and Network Compression Joseph Shenouda Rahul Parhi Kangwook Lee Robert D. Nowak 31 12 0 25 May 2023
Embeddings between Barron spaces with higher order activation functions T. J. Heeringa L. Spek Felix L. Schwenninger C. Brune 31 3 0 25 May 2023
Sparse Representer Theorems for Learning in Reproducing Kernel Banach Spaces Rui Wang Yuesheng Xu Mingsong Yan 17 6 0 21 May 2023
Understanding neural networks with reproducing kernel Banach spaces Francesca Bartolucci E. De Vito Lorenzo Rosasco S. Vigogna 47 50 0 20 Sep 2021