Review for NeurIPS paper: Belief Propagation Neural Networks

The reviewers felt the paper provides a valuable connection between modern graph neural networks and belief propagation. There was some confusion about how to train the BPNNs, and the paper should be revised to clarify these points. The authors should also expand on discussion about marginal estimation, even if is to highlight limitations of the proposed approach.