Friday, 05 June 2026, 14:00 at MR12, Centre for Mathematical Sciences – Machine learning methods perform well on prediction tasks within the range of their training data, but often struggle with extrapolation, that is, prediction in regions of the predictor space with few or no training observations. In this talk, we argue that extreme value theory provides the mathematical foundation for developing …