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cs.LG2022★ 3 cited
A Kernel Perspective of Skip Connections in Convolutional Networks
Daniel Barzilai, Amnon Geifman, Meirav Galun +1
Over-parameterized residual networks (ResNets) are amongst the most successful convolutional neural architectures for image processing. Here we study their properties through their…
cs.LG2022★ 5 cited
On the Spectral Bias of Convolutional Neural Tangent and Gaussian Process Kernels
Amnon Geifman, Meirav Galun, David Jacobs +1
We study the properties of various over-parametrized convolutional neural architectures through their respective Gaussian process and neural tangent kernels. We prove that, with no…