Long-term Forecasting on ETTm2 10% few-shot
0.129MSEFFTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FFTSType=FL-FM, Horizon=962026.04 | 0.129 | 0.245 | |
| FFTSType=FL-FM, Horizon=1922026.04 | 0.154 | 0.267 | |
| FFTSType=FL-FM, Horizon=3362026.04 | 0.188 | 0.293 | |
| UniTimeType=Cen-FM, Horizon=962026.04 | 0.192 | 0.274 | |
| FL-PatchTSTType=FL-FM, Horizon=962026.04 | 0.194 | 0.272 | |
| Time-FFMType=FL-FM, Horizon=962026.04 | 0.195 | 0.277 | |
| FEDPMType=FL-FM, Horizon=962026.04 | 0.211 | 0.274 | |
| FL-iTransformerType=FL-FM, Horizon=962026.04 | 0.218 | 0.294 | |
| FFTSType=FL-FM, Horizon=7202026.04 | 0.246 | 0.333 | |
| Cen-PatchTSTType=Cen-FM, Horizon=962026.04 | 0.255 | 0.329 | |
| Time-FFMType=FL-FM, Horizon=1922026.04 | 0.256 | 0.313 | |
| UniTimeType=Cen-FM, Horizon=1922026.04 | 0.256 | 0.313 | |
| FL-PatchTSTType=FL-FM, Horizon=1922026.04 | 0.257 | 0.313 | |
| TOTEMType=Cen-FM, Horizon=962026.04 | 0.26 | 0.35 | |
| FEDPMType=FL-FM, Horizon=1922026.04 | 0.267 | 0.311 | |
| FL-iTransformerType=FL-FM, Horizon=1922026.04 | 0.293 | 0.34 | |
| Cen-PatchTSTType=Cen-FM, Horizon=1922026.04 | 0.312 | 0.36 | |
| Time-FFMType=FL-FM, Horizon=3362026.04 | 0.314 | 0.348 | |
| UniTimeType=Cen-FM, Horizon=3362026.04 | 0.32 | 0.352 | |
| FEDPMType=FL-FM, Horizon=3362026.04 | 0.325 | 0.347 | |
| FL-PatchTSTType=FL-FM, Horizon=3362026.04 | 0.327 | 0.356 | |
| TOTEMType=Cen-FM, Horizon=1922026.04 | 0.347 | 0.417 | |
| Cen-PatchTSTType=Cen-FM, Horizon=3362026.04 | 0.359 | 0.384 | |
| FL-iTransformerType=FL-FM, Horizon=3362026.04 | 0.393 | 0.396 | |
| TOTEMType=Cen-FM, Horizon=3362026.04 | 0.399 | 0.447 | |
| Time-FFMType=FL-FM, Horizon=7202026.04 | 0.412 | 0.403 | |
| FEDPMType=FL-FM, Horizon=7202026.04 | 0.424 | 0.403 | |
| UniTimeType=Cen-FM, Horizon=7202026.04 | 0.429 | 0.413 | |
| FL-PatchTSTType=FL-FM, Horizon=7202026.04 | 0.437 | 0.417 | |
| Cen-PatchTSTType=Cen-FM, Horizon=7202026.04 | 0.465 | 0.44 | |
| TOTEMType=Cen-FM, Horizon=7202026.04 | 0.514 | 0.509 | |
| FL-iTransformerType=FL-FM, Horizon=7202026.04 | 0.587 | 0.48 |