This manuscript proposes an estimator for graphical models which encourages modularity. The strengths of the manuscript include the conceptual simplicity of the proposal and the clear analysis. Reviewers also commented on the overall clarity of the presentation and the extensive experiments. I encourage the authors to read the reviews carefully and make changes as appropriate for the final version.