Uncertainty quantification via cross-validation and its variants under algorithmic stability

Nicolai Amann, Hannes Leeb, Lukas Steinberger

Recently, there has been substantial interest in statistical guarantees for cross-validation (CV) methods of uncertainty quantification in statistical learning (cf. Barber et al. 2…