Structured Conditional Continuous Normalizing Flows for Efficient Amortized Inference in Graphical Models

Christian Weilbach, Boyan Beronov, Frank Wood, William Harvey

Abstract: We exploit minimally faithful inversion of graphical model structures to specify sparse continuous normalizing flows (CNFs) for amortized inference. We find that the sparsity of this factorization ...