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A Topological Framework for Deep Learning
v1v2v3v4v5v6v7v8v9v10v11v12v13 (latest)

A Topological Framework for Deep Learning

31 August 2020
Mustafa Hajij
Kyle Istvan
ArXiv (abs)PDFHTML

Papers citing "A Topological Framework for Deep Learning"

5 / 5 papers shown
Title
Defining Neural Network Architecture through Polytope Structures of
  Dataset
Defining Neural Network Architecture through Polytope Structures of Dataset
Sangmin Lee
Abbas Mammadov
Jong Chul Ye
93
1
0
04 Feb 2024
Topological Expressivity of ReLU Neural Networks
Topological Expressivity of ReLU Neural Networks
Ekin Ergen
Moritz Grillo
103
5
0
17 Oct 2023
Data Topology-Dependent Upper Bounds of Neural Network Widths
Data Topology-Dependent Upper Bounds of Neural Network Widths
Sangmin Lee
Jong Chul Ye
70
1
0
25 May 2023
Singular value decomposition based matrix surgery
Singular value decomposition based matrix surgery
Jehan Ghafuri
S. Jassim
18
0
0
22 Feb 2023
Topological Deep Learning: Classification Neural Networks
Topological Deep Learning: Classification Neural Networks
Mustafa Hajij
Kyle Istvan
53
5
0
16 Feb 2021
1