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Mar, 2019
功能变分贝叶斯神经网络
Functional Variational Bayesian Neural Networks
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Shengyang Sun, Guodong Zhang, Jiaxin Shi, Roger Grosse
TL;DR
该研究提出了一种称为fBNN的函数变分贝叶斯神经网络,该网络使用随机过程来定义ELBO,可以指定包含丰富结构的先验分布,提供可靠的不确定性估计并适用于大型数据集。
Abstract
variational bayesian neural networks
(BNNs) perform variational inference over weights, but it is difficult to specify meaningful priors and approximate posteriors in a high-dimensional weight space. We introduce functional
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