A Heisenberg-esque Uncertainty Principle for Simultaneous (Machine) Learning and Error Assessment?

Xiao-Li Meng

A highly cited and inspiring article by Bates et al (2024) demonstrates that the prediction errors estimated through cross-validation, Bootstrap or Mallow's $C_P$ can all be indepe…