Reviewer

Neural Information Processing Systems 

We thank the reviewers for their positive and constructive feedback. We now reply to the main points raised by the individual reviewers. Section 3.3 are only limited evidence for adaptive overfitting due to the strong null hypothesis. We will update our discussion in Section 3.5 to more clearly reflect this. We will update our figures with alpha values for the scatter plots.

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