Extrapolation in Statistical Learning with Extreme Value Theory

ArXi:2605.01909v1 Announce Type: cross Extreme value theory provides rigorous theory and statistical tools for extrapolation in machine learning, particularly in settings where traditional methods struggle due to data scarcity in the tails. A broad range of tasks benefit from these advances, including regression and classification beyond the