Long-term Forecasting on Weather 10% few-shot
0.173MSEFEDPM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FEDPMType=FL-FM, Horizon=962026.04 | 0.173 | 0.218 | |
| FL-PatchTSTType=FL-FM, Horizon=962026.04 | 0.182 | 0.219 | |
| TOTEMType=Cen-FM, Horizon=962026.04 | 0.188 | 0.243 | |
| UniTimeType=Cen-FM, Horizon=962026.04 | 0.191 | 0.242 | |
| FFTSType=FL-FM, Horizon=962026.04 | 0.196 | 0.243 | |
| FL-iTransformerType=FL-FM, Horizon=962026.04 | 0.199 | 0.233 | |
| Time-FFMType=FL-FM, Horizon=962026.04 | 0.207 | 0.258 | |
| Cen-PatchTSTType=Cen-FM, Horizon=962026.04 | 0.215 | 0.259 | |
| FEDPMType=FL-FM, Horizon=1922026.04 | 0.218 | 0.259 | |
| TOTEMType=Cen-FM, Horizon=1922026.04 | 0.223 | 0.271 | |
| FL-PatchTSTType=FL-FM, Horizon=1922026.04 | 0.235 | 0.264 | |
| UniTimeType=Cen-FM, Horizon=1922026.04 | 0.24 | 0.278 | |
| FFTSType=FL-FM, Horizon=1922026.04 | 0.243 | 0.277 | |
| Time-FFMType=FL-FM, Horizon=1922026.04 | 0.259 | 0.297 | |
| Cen-PatchTSTType=Cen-FM, Horizon=1922026.04 | 0.265 | 0.297 | |
| TOTEMType=Cen-FM, Horizon=3362026.04 | 0.27 | 0.303 | |
| FEDPMType=FL-FM, Horizon=3362026.04 | 0.272 | 0.299 | |
| FL-iTransformerType=FL-FM, Horizon=1922026.04 | 0.281 | 0.293 | |
| UniTimeType=Cen-FM, Horizon=3362026.04 | 0.293 | 0.315 | |
| FFTSType=FL-FM, Horizon=3362026.04 | 0.295 | 0.312 | |
| FL-PatchTSTType=FL-FM, Horizon=3362026.04 | 0.298 | 0.311 | |
| Time-FFMType=FL-FM, Horizon=3362026.04 | 0.306 | 0.327 | |
| Cen-PatchTSTType=Cen-FM, Horizon=3362026.04 | 0.318 | 0.332 | |
| FEDPMType=FL-FM, Horizon=7202026.04 | 0.343 | 0.343 | |
| TOTEMType=Cen-FM, Horizon=7202026.04 | 0.344 | 0.346 | |
| UniTimeType=Cen-FM, Horizon=7202026.04 | 0.365 | 0.36 | |
| FFTSType=FL-FM, Horizon=7202026.04 | 0.367 | 0.358 | |
| FL-iTransformerType=FL-FM, Horizon=3362026.04 | 0.371 | 0.351 | |
| Time-FFMType=FL-FM, Horizon=7202026.04 | 0.381 | 0.374 | |
| FL-PatchTSTType=FL-FM, Horizon=7202026.04 | 0.383 | 0.37 | |
| Cen-PatchTSTType=Cen-FM, Horizon=7202026.04 | 0.388 | 0.375 | |
| FL-iTransformerType=FL-FM, Horizon=7202026.04 | 0.564 | 0.449 |