Web: http://arxiv.org/abs/2206.08065

June 17, 2022, 1:12 a.m. | Stefano Favaro, Sandra Fortini, Stefano Peluchetti

stat.ML updates on arXiv.org arxiv.org

There is a recent literature on large-width properties of Gaussian neural
networks (NNs), i.e. NNs whose weights are distributed according to Gaussian
distributions. Two popular problems are: i) the study of the large-width
behaviour of NNs, which provided a characterization of the infinitely wide
limit of a rescaled NN in terms of a Gaussian process; ii) the study of the
large-width training dynamics of NNs, which set forth an equivalence between
training the rescaled NN and performing a kernel regression …

analysis arxiv kernel lg networks neural neural networks relu

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