Reviews: From deep learning to mechanistic understanding in neuroscience: the structure of retinal prediction

This manuscript aims to attack an interesting problem, namely how could one obtain mechanistic insights from the CNN model fit to the neural responses. The writing is generally clear, although it would benefit to tone down some of the statements to more accurately reflect the real contributions. Overall, the manuscript could be an interesting contribution to the field. However, I am skeptical about various claims made in the paper. The main issues I have with this manuscript are three-fold: 1.the results is rather incremental relatively to ref [2] and [9,10].