Xue-Meng Wang

Into the danger zone: stable extrapolation in high-dimensional function and operator learning

This work identifies classes of holomorphic functions and operators for which the OOD generalization error converges at algebraic rates even in the presence of large distribution shifts, leading to what is termed a `blessing of high dimensionality'.