Reviews: BehaveNet: nonlinear embedding and Bayesian neural decoding of behavioral videos

I thank the authors for their submission. The paper presents a framework for analyzing behavioral videos coming by combining nonlinear autoencoders and ARHMM. I also thank the reviewers for their detailed and thoughtful comments and suggestions. The reviewers agree that the paper is well motivated and well written, however they also raise serious concerns about the quality and interpretability of the results. The reviewers make the following suggestions: 1. Please detail in the paper why using a nonlinear auto-encoder is important or beneficial, seeing as it qualitatively doesn't seem to make much of a difference in terms of performance.