Long-term Forecasting on Electricity 10% few-shot
0.184MSEFL-iTransformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FL-iTransformerType=FL-FM, Horizon=962026.04 | 0.184 | 0.271 | |
| FL-iTransformerType=FL-FM, Horizon=1922026.04 | 0.191 | 0.277 | |
| FL-iTransformerType=FL-FM, Horizon=3362026.04 | 0.215 | 0.3 | |
| FL-PatchTSTType=FL-FM, Horizon=1922026.04 | 0.218 | 0.314 | |
| FEDPMType=FL-FM, Horizon=962026.04 | 0.225 | 0.316 | |
| FEDPMType=FL-FM, Horizon=1922026.04 | 0.228 | 0.322 | |
| UniTimeType=Cen-FM, Horizon=962026.04 | 0.236 | 0.327 | |
| UniTimeType=Cen-FM, Horizon=1922026.04 | 0.236 | 0.328 | |
| FL-PatchTSTType=FL-FM, Horizon=962026.04 | 0.246 | 0.351 | |
| FEDPMType=FL-FM, Horizon=3362026.04 | 0.246 | 0.337 | |
| Time-FFMType=FL-FM, Horizon=1922026.04 | 0.247 | 0.33 | |
| Time-FFMType=FL-FM, Horizon=962026.04 | 0.249 | 0.329 | |
| UniTimeType=Cen-FM, Horizon=3362026.04 | 0.25 | 0.341 | |
| FL-PatchTSTType=FL-FM, Horizon=3362026.04 | 0.262 | 0.364 | |
| FL-iTransformerType=FL-FM, Horizon=7202026.04 | 0.265 | 0.34 | |
| Time-FFMType=FL-FM, Horizon=3362026.04 | 0.267 | 0.346 | |
| FEDPMType=FL-FM, Horizon=7202026.04 | 0.279 | 0.361 | |
| FL-PatchTSTType=FL-FM, Horizon=7202026.04 | 0.282 | 0.362 | |
| UniTimeType=Cen-FM, Horizon=7202026.04 | 0.295 | 0.371 | |
| Time-FFMType=FL-FM, Horizon=7202026.04 | 0.3 | 0.368 | |
| Cen-PatchTSTType=Cen-FM, Horizon=1922026.04 | 0.343 | 0.418 | |
| Cen-PatchTSTType=Cen-FM, Horizon=962026.04 | 0.344 | 0.416 | |
| FFTSType=FL-FM, Horizon=1922026.04 | 0.359 | 0.436 | |
| Cen-PatchTSTType=Cen-FM, Horizon=3362026.04 | 0.361 | 0.429 | |
| FFTSType=FL-FM, Horizon=962026.04 | 0.374 | 0.448 | |
| FFTSType=FL-FM, Horizon=3362026.04 | 0.375 | 0.448 | |
| Cen-PatchTSTType=Cen-FM, Horizon=7202026.04 | 0.399 | 0.453 | |
| FFTSType=FL-FM, Horizon=7202026.04 | 0.417 | 0.475 | |
| TOTEMType=Cen-FM, Horizon=962026.04 | 0.946 | 0.792 | |
| TOTEMType=Cen-FM, Horizon=1922026.04 | 0.946 | 0.794 | |
| TOTEMType=Cen-FM, Horizon=3362026.04 | 0.948 | 0.795 | |
| TOTEMType=Cen-FM, Horizon=7202026.04 | 0.956 | 0.8 |