ResearchBenchmarksZonal Wind (u850) Rollout Prediction on ERA5 2018 (1d-10d RMSE)Follow1.6RMSE (1d)Frozen1.59921.60461.611.6154May 9, 2026Evaluation ResultsMethodMethodLinksRMSE (1d)RMSE (2d)RMSE (3d)RMSE (4d)RMSE (5d)RMSE (6d)RMSE (7d)RMSE (8d)RMSE (9d)RMSE (10d)FrozenTraining=Frozen weightsTraining=Frozen weights2026.051.62.433.294.154.935.66.066.466.87.01FinetuneTraining=FinetunedTraining=Finetuned2026.051.612.453.344.235.015.676.156.536.887.2FCN+CRRegularization=Commuta...Regularization=Commutativity Regularization, Finetune Period=2013-20152026.051.622.483.394.285.055.736.216.566.97.08