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ResearchFormerly WizWand

Time Series Forecasting on Global Forecasting System (GFS) Temperature

7.602MSEUniRepLKNet-S
6.6161213.2708119.925526.58019Nov 27, 2023
Updated 8mo ago

Evaluation results

MethodLinks
UniRepLKNet-SType=ConvNet, Params=132M2023.117.6021.832
CorrformerType=Transformer, Params=155M2023.117.7091.888
N-BEATSType=Numerical Simulation2023.119.2032.117
GDBTType=Statistics-based2023.119.7062.214
ProphetType=Statistics-based2023.1111.6262.946
Holt-WintersType=Statistics-based2023.1113.2412.262
ERA5 (reanalysis)Type=Numerical Simulation2023.1113.4481.908
StemGNNType=GNN, Params=180M2023.1113.9262.746
GFS (reanalysis)Type=Numerical Simulation2023.1114.9332.287
PyraformerType=Transformer, Params=158M2023.1123.3263.669
DeepARType=Numerical Simulation2023.1132.2494.262