ResearchBenchmarks2m Temperature (t2m) Rollout Prediction on ERA5 2018 (1d-10d RMSE)Follow0.95RMSE (1 day)Finetune0.94920.95460.960.9654May 9, 2026Evaluation ResultsMethodMethodLinksRMSE (1 day)RMSE (2 days)RMSE (3 days)RMSE (4 days)RMSE (5 days)RMSE (6 days)RMSE (7 days)RMSE (8 days)RMSE (9 days)RMSE (10 days)FinetuneTraining=FinetunedTraining=Finetuned2026.050.951.181.431.742.052.362.663.977.6216.16FrozenTraining=Frozen weightsTraining=Frozen weights2026.050.971.181.421.722.032.342.5634.327.53FCN+CRRegularization=Commuta...Regularization=Commutativity Regularization, Finetune Period=2013-20152026.050.971.211.471.792.12.392.622.873.194.48