strictly-proper-scoring-rules

This paper introduces the Proper Scoring Ensemble Filter (PSEF), a transformer-based method for Bayesian filtering that trains an analysis map using strictly proper scoring rules on synthetic state-observation trajectories. It demonstrates superior performance in nonlinear, non-Gaussian filtering tasks compared to classical and learning-based methods.