BriefGPT.xyz
Jul, 2020
高斯噪声注入的显式正则化
Explicit Regularisation in Gaussian Noise Injections
HTML
PDF
Alexander Camuto, Matthew Willetts, Umut Şimşekli, Stephen Roberts, Chris Holmes
TL;DR
研究了高斯噪声注入对神经网络的正则化作用，发现它通过在Fourier域中惩罚具有高频成分的函数来实现正则化，可以产生具有大分类边界的校准分类器。
Abstract
We study the
regularisation
induced in
neural networks
by
gaussian noise injections
(GNIs). Though such injections have been extensively s
→