  Building on the recently developed theory of magnitude, we introduce the
optimization algorithm EXPLO2 and carefully benchmark it. EXPLO2 advances the
state of the art for optimizing high-dimensional ($D \gtrapprox 40$) multimodal
functions that are expensive to compute and for which derivatives are not
available, such as arise in hyperparameter optimization or via simulations.
