Forecasting on PEMS-04
11.67WAPECPiRi
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CPiRiParadigm=CI+CD2026.01 | 11.67 | 0.09 | |
| STIDParadigm=CD trained with fixed channel order2026.01 | 12.43 | 0.1 | |
| iTransformerParadigm=CD trained with fixed channel order2026.01 | 12.99 | 0.1 | |
| iTransformerParadigm=CD tested with channel shuffling2026.01 | 12.99 | 0.2 | |
| iTransformerParadigm=CD trained with channel shuffling2026.01 | 13.02 | 0.18 | |
| CrossformerParadigm=CD trained with fixed channel order2026.01 | 13.28 | 0.11 | |
| InformerParadigm=CD trained with fixed channel order2026.01 | 13.57 | 0.11 | |
| STIDParadigm=CD trained with channel shuffling2026.01 | 13.75 | 0.19 | |
| CrossformerParadigm=CD trained with channel shuffling2026.01 | 14.75 | 0.2 | |
| PatchTSTParadigm=CI2026.01 | 15.54 | 0.11 | |
| TimeXerParadigm=CD trained with fixed channel order2026.01 | 16.43 | 0.13 | |
| TimeXerParadigm=CD trained with channel shuffling2026.01 | 16.72 | 0.23 | |
| TimeXerParadigm=CD tested with channel shuffling2026.01 | 17.22 | 0.27 | |
| DlinearParadigm=CI2026.01 | 17.77 | 0.13 | |
| CrossGNNParadigm=CD trained with fixed channel order2026.01 | 17.9 | 0.14 | |
| CrossGNNParadigm=CD trained with channel shuffling2026.01 | 17.92 | 0.25 | |
| CrossGNNParadigm=CD tested with channel shuffling2026.01 | 17.95 | 0.28 | |
| SundialParadigm=CI2026.01 | 18.77 | — | |
| Chronos-BoltParadigm=CI2026.01 | 34.48 | — | |
| Timer-XLParadigm=CD trained with fixed channel order2026.01 | 36.33 | — | |
| CrossformerParadigm=CD tested with channel shuffling2026.01 | 43.83 | 0.45 | |
| InformerParadigm=CD trained with channel shuffling2026.01 | 49.39 | 0.45 | |
| STIDParadigm=CD tested with channel shuffling2026.01 | 52.31 | 0.5 | |
| InformerParadigm=CD tested with channel shuffling2026.01 | 83.53 | 0.7 |