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Neural reproducing kernel Banach spaces and representer theorems for
  deep networks

Neural reproducing kernel Banach spaces and representer theorems for deep networks

13 March 2024
Francesca Bartolucci
E. De Vito
Lorenzo Rosasco
S. Vigogna
ArXivPDFHTML

Papers citing "Neural reproducing kernel Banach spaces and representer theorems for deep networks"

6 / 6 papers shown
Title
A Lipschitz spaces view of infinitely wide shallow neural networks
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
Which Spaces can be Embedded in LpL_pLp​-type Reproducing Kernel Banach Space? A Characterization via Metric Entropy
Yiping Lu
Daozhe Lin
Qiang Du
36
0
0
14 Oct 2024
Learning a Sparse Representation of Barron Functions with the Inverse
  Scale Space Flow
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
Variation Spaces for Multi-Output Neural Networks: Insights on
  Multi-Task Learning and Network Compression
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
From Kernel Methods to Neural Networks: A Unifying Variational
  Formulation
From Kernel Methods to Neural Networks: A Unifying Variational Formulation
M. Unser
48
7
0
29 Jun 2022
Understanding neural networks with reproducing kernel Banach spaces
Understanding neural networks with reproducing kernel Banach spaces
Francesca Bartolucci
E. De Vito
Lorenzo Rosasco
S. Vigogna
47
50
0
20 Sep 2021
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