comments, we organize our responses as follows

We thank the reviewers for their valuable feedback that will significantly improve our paper. This is indeed a limitation of Theorem 1. The CHIP data included in our simulation studies shows that MDI-oob works in this setting. We plan to add this plot in our supplementary material. Reviewers 2 and 3: Give theoretical/empirical evidence that MDI-oob can "debias" MDI. Empirically, we compute the MDI-oob for the first simulation.