ResearchBenchmarksTemperature (t850) Rollout Prediction on ERA5 2018 (1d-10d RMSE)Follow0.84RMSE (1d)Finetune0.83920.84460.850.8554May 9, 2026Evaluation ResultsMethodMethodLinksRMSE (1d)RMSE (2d)RMSE (3d)RMSE (4d)RMSE (5d)RMSE (6d)RMSE (7d)RMSE (8d)RMSE (9d)RMSE (10d)FinetuneTraining=FinetunedTraining=Finetuned2026.050.841.191.622.12.573.023.383.674.15.18FrozenTraining=Frozen weightsTraining=Frozen weights2026.050.861.191.592.062.522.983.363.613.884.26FCN+CRRegularization=Commuta...Regularization=Commutativity Regularization, Finetune Period=2013-20152026.050.861.221.652.132.63.073.423.683.914.14