Composing graphical models with neural networks for structured representations and fast inference

Matthew J. Johnson, David Duvenaud, Alexander B. Wiltschko +2

We propose a general modeling and inference framework that composes probabilistic graphical models with deep learning methods and combines their respective strengths. Our model fam…