Long-term Forecasting on ETTm1 5% few-shot
0.472MSEFEDPM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FEDPMType=FL-FM, Horizon=962026.04 | 0.472 | 0.441 | |
| FEDPMType=FL-FM, Horizon=1922026.04 | 0.499 | 0.461 | |
| Time-FFMType=FL-FM, Horizon=962026.04 | 0.515 | 0.459 | |
| FFTSType=FL-FM, Horizon=962026.04 | 0.538 | 0.492 | |
| Time-FFMType=FL-FM, Horizon=1922026.04 | 0.55 | 0.478 | |
| FEDPMType=FL-FM, Horizon=3362026.04 | 0.558 | 0.49 | |
| Cen-PatchTSTType=Cen-FM, Horizon=962026.04 | 0.559 | 0.477 | |
| Time-FFMType=FL-FM, Horizon=3362026.04 | 0.563 | 0.491 | |
| FFTSType=FL-FM, Horizon=1922026.04 | 0.565 | 0.507 | |
| UniTimeType=Cen-FM, Horizon=962026.04 | 0.576 | 0.498 | |
| Cen-PatchTSTType=Cen-FM, Horizon=3362026.04 | 0.587 | 0.497 | |
| Cen-PatchTSTType=Cen-FM, Horizon=1922026.04 | 0.588 | 0.493 | |
| UniTimeType=Cen-FM, Horizon=1922026.04 | 0.617 | 0.52 | |
| FFTSType=FL-FM, Horizon=3362026.04 | 0.619 | 0.531 | |
| FEDPMType=FL-FM, Horizon=7202026.04 | 0.624 | 0.529 | |
| Cen-PatchTSTType=Cen-FM, Horizon=7202026.04 | 0.631 | 0.522 | |
| UniTimeType=Cen-FM, Horizon=3362026.04 | 0.633 | 0.533 | |
| Time-FFMType=FL-FM, Horizon=7202026.04 | 0.641 | 0.536 | |
| FFTSType=FL-FM, Horizon=7202026.04 | 0.729 | 0.601 | |
| FL-PatchTSTType=FL-FM, Horizon=3362026.04 | 0.839 | 0.562 | |
| FL-PatchTSTType=FL-FM, Horizon=962026.04 | 0.866 | 0.548 | |
| FL-PatchTSTType=FL-FM, Horizon=1922026.04 | 0.869 | 0.558 | |
| FL-iTransformerType=FL-FM, Horizon=962026.04 | 0.879 | 0.601 | |
| TOTEMType=Cen-FM, Horizon=7202026.04 | 0.892 | 0.695 | |
| TOTEMType=Cen-FM, Horizon=3362026.04 | 0.894 | 0.697 | |
| TOTEMType=Cen-FM, Horizon=1922026.04 | 0.905 | 0.691 | |
| TOTEMType=Cen-FM, Horizon=962026.04 | 0.928 | 0.693 | |
| FL-PatchTSTType=FL-FM, Horizon=7202026.04 | 1.024 | 0.649 | |
| UniTimeType=Cen-FM, Horizon=7202026.04 | 1.028 | 0.68 | |
| FL-iTransformerType=FL-FM, Horizon=1922026.04 | 1.093 | 0.671 | |
| FL-iTransformerType=FL-FM, Horizon=3362026.04 | 1.112 | 0.69 | |
| FL-iTransformerType=FL-FM, Horizon=7202026.04 | 1.235 | 0.736 |