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Joint Group Invariant Functions on Data-Parameter Domain Induce
  Universal Neural Networks

Joint Group Invariant Functions on Data-Parameter Domain Induce Universal Neural Networks

5 October 2023
Sho Sonoda
Hideyuki Ishi
Isao Ishikawa
Masahiro Ikeda
ArXivPDFHTML

Papers citing "Joint Group Invariant Functions on Data-Parameter Domain Induce Universal Neural Networks"

4 / 4 papers shown
Title
Unified Universality Theorem for Deep and Shallow Joint-Group-Equivariant Machines
Unified Universality Theorem for Deep and Shallow Joint-Group-Equivariant Machines
Sho Sonoda
Yuka Hashimoto
Isao Ishikawa
Masahiro Ikeda
39
0
0
22 May 2024
A unified Fourier slice method to derive ridgelet transform for a
  variety of depth-2 neural networks
A unified Fourier slice method to derive ridgelet transform for a variety of depth-2 neural networks
Sho Sonoda
Isao Ishikawa
Masahiro Ikeda
49
4
0
25 Feb 2024
Position: Categorical Deep Learning is an Algebraic Theory of All
  Architectures
Position: Categorical Deep Learning is an Algebraic Theory of All Architectures
Bruno Gavranovic
Paul Lessard
Andrew Dudzik
Tamara von Glehn
J. G. Araújo
Petar Velickovic
40
8
0
23 Feb 2024
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges
M. Bronstein
Joan Bruna
Taco S. Cohen
Petar Velivcković
GNN
176
1,119
0
27 Apr 2021
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