Friday, 23 October 2026, 14:00 at MR12 – Consider the problem of obtaining inferential guarantees on the excess risk in non-parametric regression. We seek a method that requires only black-box access to the regression procedure via a limited number of refits, and allows for data heterogeneity and non-i.i.d. behavior. Under these constraints, we develop a method for black-box …