Navigating the Noise: Bringing Clarity to ML Parameterization with O(100) Ensembles
Published in Journal of Advances in Modeling Earth Systems (JAMES), 2025
This paper traverses the offline-online testing gap in hybrid physics-ML climate simulation using statistically meaningful ensembles and identifies the design decisions that durably contribute to better online performance.