Long-term forecasting on Weather
0.14MSESWIFT / MLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SWIFT / MLPHorizon=962025.01 | 0.14 | — | |
| FITSHorizon=962023.07 | 0.143 | 0.001 | |
| FITSHorizon=962025.01 | 0.143 | — | |
| CycleNetHorizon=962025.01 | 0.149 | — | |
| PatchTSTHorizon=962023.07 | 0.151 | 0.001 | |
| PatchTSTHorizon=962025.01 | 0.151 | — | |
| SWIFT / LinearHorizon=962025.01 | 0.159 | — | |
| TimesNetHorizon=962023.07 | 0.172 | 0.001 | |
| TimesNetHorizon=962025.01 | 0.172 | — | |
| DlinearHorizon=962023.07 | 0.174 | 0.001 | |
| DlinearHorizon=962025.01 | 0.174 | — | |
| iTransformerHorizon=962025.01 | 0.174 | — | |
| SWIFT / MLPHorizon=1922025.01 | 0.183 | — | |
| FITSHorizon=1922023.07 | 0.186 | 0.001 | |
| FITSHorizon=1922025.01 | 0.186 | — | |
| CycleNetHorizon=1922025.01 | 0.192 | — | |
| PatchTSTHorizon=1922023.07 | 0.195 | 0.001 | |
| PatchTSTHorizon=1922025.01 | 0.195 | — | |
| SWIFT / LinearHorizon=1922025.01 | 0.201 | — | |
| SWIFT / MLPHorizon=Avg2025.01 | 0.216 | — | |
| DlinearHorizon=1922023.07 | 0.217 | 0.001 | |
| DlinearHorizon=1922025.01 | 0.217 | — | |
| FITSHorizon=Avg2025.01 | 0.218 | — | |
| TimesNetHorizon=1922023.07 | 0.219 | 0.001 | |
| TimesNetHorizon=1922025.01 | 0.219 | — | |
| iTransformerHorizon=1922025.01 | 0.221 | — | |
| CycleNetHorizon=Avg2025.01 | 0.224 | — | |
| PatchTSTHorizon=Avg2025.01 | 0.229 | — | |
| SWIFT / LinearHorizon=Avg2025.01 | 0.232 | — | |
| SWIFT / MLPHorizon=3362025.01 | 0.235 | — | |
| FITSHorizon=3362023.07 | 0.236 | 0.001 | |
| FITSHorizon=3362025.01 | 0.236 | — | |
| CycleNetHorizon=3362025.01 | 0.242 | — | |
| SWIFT / LinearHorizon=3362025.01 | 0.243 | — | |
| FedformerHorizon=962023.07 | 0.246 | 0.001 | |
| FEDformerHorizon=962025.01 | 0.246 | — | |
| DlinearHorizon=Avg2025.01 | 0.246 | — | |
| PatchTSTHorizon=3362023.07 | 0.249 | 0.001 | |
| PatchTSTHorizon=3362025.01 | 0.249 | — | |
| iTransformerHorizon=Avg2025.01 | 0.258 | — | |
| TimesNetHorizon=Avg2025.01 | 0.259 | — | |
| DlinearHorizon=3362023.07 | 0.262 | 0.001 | |
| DlinearHorizon=3362025.01 | 0.262 | — | |
| iTransformerHorizon=3362025.01 | 0.278 | — | |
| TimesNetHorizon=3362023.07 | 0.28 | 0.001 | |
| TimesNetHorizon=3362025.01 | 0.28 | — | |
| FedformerHorizon=1922023.07 | 0.292 | 0.001 | |
| FEDformerHorizon=1922025.01 | 0.292 | — | |
| FITSHorizon=7202023.07 | 0.307 | 0.001 | |
| FITSHorizon=7202025.01 | 0.307 | — | |
| SWIFT / MLPHorizon=7202025.01 | 0.307 | — | |
| CycleNetHorizon=7202025.01 | 0.312 | — | |
| PatchTSTHorizon=7202023.07 | 0.321 | 0.001 | |
| PatchTSTHorizon=7202025.01 | 0.321 | — | |
| SWIFT / LinearHorizon=7202025.01 | 0.325 | — | |
| DlinearHorizon=7202023.07 | 0.332 | 0.001 | |
| DlinearHorizon=7202025.01 | 0.332 | — | |
| FEDformerHorizon=Avg2025.01 | 0.341 | — | |
| iTransformerHorizon=7202025.01 | 0.358 | — | |
| TimesNetHorizon=7202023.07 | 0.365 | 0.001 | |
| TimesNetHorizon=7202025.01 | 0.365 | — | |
| FedformerHorizon=3362023.07 | 0.378 | 0.001 | |
| FEDformerHorizon=3362025.01 | 0.378 | — | |
| FedformerHorizon=7202023.07 | 0.447 | 0.001 | |
| FEDformerHorizon=7202025.01 | 0.447 | — |