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Sep, 2019
神经切向核的有限深度和宽度修正
Finite Depth and Width Corrections to the Neural Tangent Kernel
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Boris Hanin, Mihai Nica
TL;DR
我们证明了在具有有限深度和宽度的随机初始化的ReLU网络中,神经切向核(NTK)的平均值和方差的精确缩放。
Abstract
We prove the precise scaling, at finite
depth
and
width
, for the mean and variance of the
neural tangent kernel
(NTK) in a
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