Review for NeurIPS paper: Approximate Cross-Validation with Low-Rank Data in High Dimensions

Neural Information Processing Systems 

Two reviewers agree that this submission represents an important contribution to the field. However, a third expressed significant concerns about the tightness of the presented bounds, the accommodation of matrices with growing rank, and behavior in the presence of principal component preprocessing. Please be sure to carefully review and address the concerns of all reviewers in the revision.