Data Topology-Dependent Upper Bounds of Neural Network Widths

S Lee, JC Ye - arXiv preprint arXiv:2305.16375, 2023 - arxiv.org
This paper investigates the relationship between the universal approximation property of
deep neural networks and topological characteristics of datasets. Our primary contribution is …

Data Topology-Dependent Upper Bounds of Neural Network Widths

S Lee, JC Ye - arXiv e-prints, 2023 - ui.adsabs.harvard.edu
This paper investigates the relationship between the universal approximation property of
deep neural networks and topological characteristics of datasets. Our primary contribution is …