ResearchBenchmarksGeopotential (z500) Rollout Prediction on ERA5 2018Follow81.7RMSE (1d)Finetune81.49282.89684.385.704May 9, 2026Evaluation ResultsMethodMethodLinksRMSE (1d)RMSE (2d)RMSE (3d)RMSE (4d)RMSE (5d)RMSE (6d)RMSE (7d)RMSE (8d)RMSE (9d)RMSE (10d)FinetuneTraining=FinetunedTraining=Finetuned2026.0581.7162.7260.8381.1503615.5710.9792.9871.7930FCN+CRRegularization=Commuta...Regularization=Commutativity Regularization, Finetune Period=2013-20152026.0582.7164.2264385510.3622.6712.5790855.3908.4FrozenTraining=Frozen weightsTraining=Frozen weights2026.0586.9165258.3374.5494.5608.8704.4785854.3903.7