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20132023
most citedDeep Nonparametric Regression on Approximate Manifolds: Non-Asymptotic Error Bounds with Polynomial Prefactors

11 citations · 41 across the 15 of their papers we have counts for

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cs.LG2021★ 1 cited

Non-asymptotic Excess Risk Bounds for Classification with Deep Convolutional Neural Networks

Guohao Shen, Yuling Jiao, Yuanyuan Lin +1

In this paper, we consider the problem of binary classification with a class of general deep convolutional neural networks, which includes fully-connected neural networks and fully…