Shengyang Sun

ZhuSuan: A Library for Bayesian Deep Learning

2017 · arXiv (Cornell University)

In this paper we introduce ZhuSuan, a python probabilistic programming library for Bayesian deep learning, which conjoins the complimentary advantages of Bayesian methods and deep learning. ZhuSuan is built upon Tensorflow. Unlike existing deep learning …

Functional Variational Bayesian Neural Networks

2019 · arXiv (Cornell University)

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 variational Bayesian neural networks (fBNNs), which …