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A Topological Framework for Deep Learning

v1v2v3v4v5v6v7v8v9v10v11v12v13 (latest)

A Topological Framework for Deep Learning

31 August 2020

Pavlo Vasylenko

ArXiv (abs)PDF HTML

Papers citing "A Topological Framework for Deep Learning"

5 / 5 papers shown

Defining Neural Network Architecture through Polytope Structures of
Dataset

Defining Neural Network Architecture through Polytope Structures of Dataset

449

1

0

04 Feb 2024

Topological Expressivity of ReLU Neural Networks

Topological Expressivity of ReLU Neural NetworksAnnual Conference Computational Learning Theory (COLT), 2023

350

8

0

17 Oct 2023

Data Topology-Dependent Upper Bounds of Neural Network Widths

Data Topology-Dependent Upper Bounds of Neural Network Widths

279

1

0

25 May 2023

Singular value decomposition based matrix surgery

Singular value decomposition based matrix surgeryEntropy (Entropy), 2023

196

3

0

22 Feb 2023

Topological Deep Learning: Classification Neural Networks

Topological Deep Learning: Classification Neural Networks

Pavlo Vasylenko

181

6

0

16 Feb 2021

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