Time Series Forecasting on Global Forecasting System (GFS) Temperature
7.602MSEUniRepLKNet-S
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniRepLKNet-SType=ConvNet, Params=132M2023.11 | 7.602 | 1.832 | |
| CorrformerType=Transformer, Params=155M2023.11 | 7.709 | 1.888 | |
| N-BEATSType=Numerical Simulation2023.11 | 9.203 | 2.117 | |
| GDBTType=Statistics-based2023.11 | 9.706 | 2.214 | |
| ProphetType=Statistics-based2023.11 | 11.626 | 2.946 | |
| Holt-WintersType=Statistics-based2023.11 | 13.241 | 2.262 | |
| ERA5 (reanalysis)Type=Numerical Simulation2023.11 | 13.448 | 1.908 | |
| StemGNNType=GNN, Params=180M2023.11 | 13.926 | 2.746 | |
| GFS (reanalysis)Type=Numerical Simulation2023.11 | 14.933 | 2.287 | |
| PyraformerType=Transformer, Params=158M2023.11 | 23.326 | 3.669 | |
| DeepARType=Numerical Simulation2023.11 | 32.249 | 4.262 |