The authors introduce Archipelago: a novel framework for detection and attribution of higher order feature interactions. Following the rebuttal, all reviewers recognized the strengths of the work. Please see their comments for details on ways to improve the paper, and incorporate the points from your rebuttal (note you have an extra page). Highlighting some of the aspects to be sure to include: The framing around interpretability Greater clarity, particularly on examples, methods and definitions Additional results Discussion on how to pick thresholds