Review for NeurIPS paper: Counterfactual Data Augmentation using Locally Factored Dynamics

Reviewers were positive and excited about the paper, and I agree with the general sentiment that the work is a significant step in the right direction. Having said that, there are some issues that I would like to see fixed to make its final version more comfortable to read, sound, consistent, and well-positioned regarding the broader literature. Towards this goal, first, read the reviews carefully and try to incorporate their feedback as much as you can. I will list some critical issues below, mostly in addition to the ones raised by the reviewers. Please, re-define causal model to account for the bipartite structure mentioned in the rebuttal; that's a strong constraint over the SCM-space but appears to be enough for the paper's purposes.