Trustworthy predictive distributions for rare events via diagnostic transport maps

ArXi:2603.11229v1 Announce Type: cross Forecast systems in science and technology are increasingly moving beyond point prediction toward methods that produce full predictive distributions of future outcomes y, conditional on high-dimensional and complex sequences of inputs x. However, even when forecast systems provide a full predictive distribution, the result is rarely calibrated with respect to all x and y.