Black-Box Model Confidence Sets Using Cross-Validation with High-Dimensional Gaussian Comparison

Nicholas Kissel, Jing Lei

We derive high-dimensional Gaussian comparison results for the standard $V$-fold cross-validated risk estimates. Our results combine a recent stability-based argument for the low-d…