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11/25/2022
On the Universal Approximation Property of Deep Fully Convolutional Neural Networks
We study the approximation of shift-invariant or equivariant functions b...
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02/28/2021
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth
This paper concentrates on the approximation power of deep feed-forward ...
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10/25/2020
Neural Network Approximation: Three Hidden Layers Are Enough
A three-hidden-layer neural network with super approximation power is in...
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12/22/2019
Deep Learning via Dynamical Systems: An Approximation Perspective
We build on the dynamical systems approach to deep learning, where deep ...
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06/13/2019
