Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations

Winnie Xu, Ricky T. Q. Chen, Xuechen Li +1

We perform scalable approximate inference in continuous-depth Bayesian neural networks. In this model class, uncertainty about separate weights in each layer gives hidden units tha…