Regarding the simplified nature of the target class of tree-structured Boolean circuits: our main goal in the

Neural Information Processing Systems 

We thank the reviewers for their overall positive and encouraging feedback. Regarding read-once formulas: we will add a comparison to the literature of learning read-once formulas. We will correct the final version of the paper according to additional comments and suggestions raised by the reviewers.

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