different hyperparameter choices, (iii) coverage of our VB credible sets, and (2) expanded the discussion in the final

We thank the reviewers for their constructive suggestions. A summary of the added discussion is provided point-by-point below. Reviewer 1: How much more work is needed versus linear regression. The technical details are thus different (and more involved) here. We have included these derivations for completeness.