Efficient Gradient-Based Inference through Transformations between Bayes Nets and Neural Nets

Diederik P. Kingma, Max Welling

Abstract: Hierarchical Bayesian networks and neural networks with stochastic hidden units are commonly perceived as two separate types of models. We show that either of these types of models can often be tra...