Long-term Forecasting on ETTm2 5% few-shot
0.128MSEFFTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FFTSType=FL-FM, Horizon=962026.04 | 0.128 | 0.242 | |
| FFTSType=FL-FM, Horizon=1922026.04 | 0.155 | 0.266 | |
| Time-FFMType=FL-FM, Horizon=962026.04 | 0.192 | 0.272 | |
| FFTSType=FL-FM, Horizon=3362026.04 | 0.193 | 0.296 | |
| UniTimeType=Cen-FM, Horizon=962026.04 | 0.198 | 0.279 | |
| Cen-PatchTSTType=Cen-FM, Horizon=962026.04 | 0.2 | 0.282 | |
| FL-PatchTSTType=FL-FM, Horizon=962026.04 | 0.201 | 0.283 | |
| FEDPMType=FL-FM, Horizon=962026.04 | 0.21 | 0.277 | |
| FL-iTransformerType=FL-FM, Horizon=962026.04 | 0.244 | 0.322 | |
| Time-FFMType=FL-FM, Horizon=1922026.04 | 0.254 | 0.311 | |
| FFTSType=FL-FM, Horizon=7202026.04 | 0.254 | 0.339 | |
| Cen-PatchTSTType=Cen-FM, Horizon=1922026.04 | 0.26 | 0.318 | |
| FL-PatchTSTType=FL-FM, Horizon=1922026.04 | 0.261 | 0.314 | |
| UniTimeType=Cen-FM, Horizon=1922026.04 | 0.266 | 0.323 | |
| FEDPMType=FL-FM, Horizon=1922026.04 | 0.271 | 0.315 | |
| Time-FFMType=FL-FM, Horizon=3362026.04 | 0.312 | 0.346 | |
| Cen-PatchTSTType=Cen-FM, Horizon=3362026.04 | 0.318 | 0.352 | |
| FEDPMType=FL-FM, Horizon=3362026.04 | 0.328 | 0.351 | |
| FL-iTransformerType=FL-FM, Horizon=1922026.04 | 0.336 | 0.374 | |
| UniTimeType=Cen-FM, Horizon=3362026.04 | 0.337 | 0.366 | |
| FL-PatchTSTType=FL-FM, Horizon=3362026.04 | 0.341 | 0.365 | |
| TOTEMType=Cen-FM, Horizon=962026.04 | 0.382 | 0.465 | |
| Time-FFMType=FL-FM, Horizon=7202026.04 | 0.415 | 0.403 | |
| Cen-PatchTSTType=Cen-FM, Horizon=7202026.04 | 0.419 | 0.407 | |
| FEDPMType=FL-FM, Horizon=7202026.04 | 0.431 | 0.409 | |
| UniTimeType=Cen-FM, Horizon=7202026.04 | 0.453 | 0.43 | |
| FL-iTransformerType=FL-FM, Horizon=3362026.04 | 0.457 | 0.44 | |
| FL-PatchTSTType=FL-FM, Horizon=7202026.04 | 0.512 | 0.454 | |
| TOTEMType=Cen-FM, Horizon=1922026.04 | 0.559 | 0.557 | |
| TOTEMType=Cen-FM, Horizon=3362026.04 | 0.719 | 0.629 | |
| FL-iTransformerType=FL-FM, Horizon=7202026.04 | 0.822 | 0.584 | |
| TOTEMType=Cen-FM, Horizon=7202026.04 | 0.872 | 0.688 |