128 citations · 197 across the 5 of their papers we have counts for
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cs.LG2017★ 39 cited
Learning Non-overlapping Convolutional Neural Networks with Multiple Kernels
Kai Zhong, Zhao Song, Inderjit S. Dhillon
In this paper, we consider parameter recovery for non-overlapping convolutional neural networks (CNNs) with multiple kernels. We show that when the inputs follow Gaussian distribut…
cs.LG2017★ 128 cited
Recovery Guarantees for One-hidden-layer Neural Networks
Kai Zhong, Zhao Song, Prateek Jain +2
In this paper, we consider regression problems with one-hidden-layer neural networks (1NNs). We distill some properties of activation functions that lead to $\mathit{local~strong~c…