replace the

Neural Information Processing Systems 

We thank the reviewers for their valuable input on how to improve our manuscript. We use our evaluation procedure ( 4) since we will not have ground-truth outcomes. The revision will provide this discussion with relevant citations. We would like to clarify that Theorem 3.1 describes the conditions under which our method is optimal. The RF estimation error dominates the confounding error.

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