Common comments

Some reviewers raised the issue of the paper's "narrow interest" given its "focused contribu-1 We cannot agree with the reviewers. Our work can be used jointly with these heuristic explainers for computing (local) PI-explanations. Third, interpretability depends on the number of features one needs to account for. We are very happy to read the reviewer's comment: "this will really shift the way I think about this We believe our results will impact a broader community if the paper is accepted. It should be underscored that linear models are used for explaining complex ML models.