Long-term Forecasting on Electricity 5% few-shot
0.195MSEFL-iTransformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FL-iTransformerType=FL-FM, Horizon=962026.04 | 0.195 | 0.277 | |
| FL-iTransformerType=FL-FM, Horizon=1922026.04 | 0.201 | 0.285 | |
| FL-iTransformerType=FL-FM, Horizon=3362026.04 | 0.221 | 0.306 | |
| FEDPMType=FL-FM, Horizon=962026.04 | 0.23 | 0.321 | |
| FEDPMType=FL-FM, Horizon=1922026.04 | 0.232 | 0.325 | |
| FL-PatchTSTType=FL-FM, Horizon=1922026.04 | 0.235 | 0.334 | |
| FL-PatchTSTType=FL-FM, Horizon=962026.04 | 0.241 | 0.342 | |
| FL-PatchTSTType=FL-FM, Horizon=3362026.04 | 0.241 | 0.335 | |
| FEDPMType=FL-FM, Horizon=3362026.04 | 0.249 | 0.341 | |
| FEDPMType=FL-FM, Horizon=7202026.04 | 0.279 | 0.362 | |
| UniTimeType=Cen-FM, Horizon=962026.04 | 0.281 | 0.371 | |
| UniTimeType=Cen-FM, Horizon=1922026.04 | 0.283 | 0.377 | |
| Cen-PatchTSTType=Cen-FM, Horizon=1922026.04 | 0.293 | 0.382 | |
| UniTimeType=Cen-FM, Horizon=3362026.04 | 0.294 | 0.385 | |
| Cen-PatchTSTType=Cen-FM, Horizon=962026.04 | 0.295 | 0.379 | |
| Time-FFMType=FL-FM, Horizon=1922026.04 | 0.305 | 0.391 | |
| Cen-PatchTSTType=Cen-FM, Horizon=3362026.04 | 0.308 | 0.392 | |
| Time-FFMType=FL-FM, Horizon=962026.04 | 0.312 | 0.394 | |
| FL-PatchTSTType=FL-FM, Horizon=7202026.04 | 0.316 | 0.39 | |
| Time-FFMType=FL-FM, Horizon=3362026.04 | 0.321 | 0.401 | |
| FL-iTransformerType=FL-FM, Horizon=7202026.04 | 0.323 | 0.392 | |
| UniTimeType=Cen-FM, Horizon=7202026.04 | 0.335 | 0.413 | |
| Cen-PatchTSTType=Cen-FM, Horizon=7202026.04 | 0.341 | 0.413 | |
| Time-FFMType=FL-FM, Horizon=7202026.04 | 0.358 | 0.427 | |
| FFTSType=FL-FM, Horizon=1922026.04 | 0.36 | 0.44 | |
| FFTSType=FL-FM, Horizon=962026.04 | 0.374 | 0.449 | |
| FFTSType=FL-FM, Horizon=3362026.04 | 0.392 | 0.466 | |
| FFTSType=FL-FM, Horizon=7202026.04 | 0.827 | 0.744 | |
| TOTEMType=Cen-FM, Horizon=1922026.04 | 1.014 | 0.82 | |
| TOTEMType=Cen-FM, Horizon=962026.04 | 1.025 | 0.822 | |
| TOTEMType=Cen-FM, Horizon=3362026.04 | 1.038 | 0.828 | |
| TOTEMType=Cen-FM, Horizon=7202026.04 | 1.044 | 0.831 |