Long-term Forecasting on Weather 5% few-shot
0.179MSEFEDPM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FEDPMType=FL-FM, Horizon=962026.04 | 0.179 | 0.228 | |
| FFTSType=FL-FM, Horizon=962026.04 | 0.193 | 0.241 | |
| FL-PatchTSTType=FL-FM, Horizon=962026.04 | 0.196 | 0.233 | |
| UniTimeType=Cen-FM, Horizon=962026.04 | 0.209 | 0.26 | |
| Time-FFMType=FL-FM, Horizon=962026.04 | 0.214 | 0.265 | |
| Cen-PatchTSTType=Cen-FM, Horizon=962026.04 | 0.221 | 0.271 | |
| FEDPMType=FL-FM, Horizon=1922026.04 | 0.223 | 0.27 | |
| FL-iTransformerType=FL-FM, Horizon=962026.04 | 0.225 | 0.254 | |
| FFTSType=FL-FM, Horizon=1922026.04 | 0.241 | 0.278 | |
| FL-PatchTSTType=FL-FM, Horizon=1922026.04 | 0.25 | 0.275 | |
| TOTEMType=Cen-FM, Horizon=962026.04 | 0.253 | 0.291 | |
| UniTimeType=Cen-FM, Horizon=1922026.04 | 0.258 | 0.297 | |
| Time-FFMType=FL-FM, Horizon=1922026.04 | 0.264 | 0.302 | |
| Cen-PatchTSTType=Cen-FM, Horizon=1922026.04 | 0.271 | 0.308 | |
| FEDPMType=FL-FM, Horizon=3362026.04 | 0.279 | 0.309 | |
| TOTEMType=Cen-FM, Horizon=1922026.04 | 0.281 | 0.309 | |
| FFTSType=FL-FM, Horizon=3362026.04 | 0.294 | 0.315 | |
| FL-iTransformerType=FL-FM, Horizon=1922026.04 | 0.296 | 0.311 | |
| UniTimeType=Cen-FM, Horizon=3362026.04 | 0.306 | 0.325 | |
| Time-FFMType=FL-FM, Horizon=3362026.04 | 0.31 | 0.329 | |
| Cen-PatchTSTType=Cen-FM, Horizon=3362026.04 | 0.318 | 0.336 | |
| TOTEMType=Cen-FM, Horizon=3362026.04 | 0.323 | 0.34 | |
| FL-PatchTSTType=FL-FM, Horizon=3362026.04 | 0.34 | 0.347 | |
| FEDPMType=FL-FM, Horizon=7202026.04 | 0.347 | 0.352 | |
| TOTEMType=Cen-FM, Horizon=7202026.04 | 0.361 | 0.366 | |
| FFTSType=FL-FM, Horizon=7202026.04 | 0.372 | 0.367 | |
| UniTimeType=Cen-FM, Horizon=7202026.04 | 0.38 | 0.371 | |
| Time-FFMType=FL-FM, Horizon=7202026.04 | 0.381 | 0.374 | |
| FL-iTransformerType=FL-FM, Horizon=3362026.04 | 0.388 | 0.365 | |
| Cen-PatchTSTType=Cen-FM, Horizon=7202026.04 | 0.391 | 0.382 | |
| FL-PatchTSTType=FL-FM, Horizon=7202026.04 | 0.416 | 0.388 | |
| FL-iTransformerType=FL-FM, Horizon=7202026.04 | 0.51 | 0.431 |