Although this paper is somewhat incremental, it nevertheless offers a significant practical improvement on the state-of-the-art for private causal graph discovery, and after discussion and consideration of the author feedback, I believe that it meets the bar for acceptance. Authors, please be sure to follow through on the improvements promised in your feedback for the camera-ready version.