Forecasting on PEMS-08
9.43WAPECPiRi
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CPiRiParadigm=CI+CD2026.01 | 9.43 | 0.07 | |
| iTransformerParadigm=CD trained with channel shuffling2026.01 | 10.58 | 0.15 | |
| iTransformerParadigm=CD trained with fixed channel order2026.01 | 10.7 | 0.08 | |
| iTransformerParadigm=CD tested with channel shuffling2026.01 | 10.7 | 0.17 | |
| STIDParadigm=CD trained with fixed channel order2026.01 | 10.9 | 0.09 | |
| CrossformerParadigm=CD trained with fixed channel order2026.01 | 11.43 | 0.09 | |
| STIDParadigm=CD trained with channel shuffling2026.01 | 11.82 | 0.17 | |
| PatchTSTParadigm=CI2026.01 | 12.37 | 0.09 | |
| CrossformerParadigm=CD trained with channel shuffling2026.01 | 12.82 | 0.18 | |
| InformerParadigm=CD trained with fixed channel order2026.01 | 13.02 | 0.1 | |
| TimeXerParadigm=CD trained with channel shuffling2026.01 | 15.96 | 0.22 | |
| TimeXerParadigm=CD trained with fixed channel order2026.01 | 16.02 | 0.12 | |
| DlinearParadigm=CI2026.01 | 16.5 | 0.12 | |
| TimeXerParadigm=CD tested with channel shuffling2026.01 | 16.74 | 0.25 | |
| CrossGNNParadigm=CD trained with channel shuffling2026.01 | 16.79 | 0.24 | |
| CrossGNNParadigm=CD trained with fixed channel order2026.01 | 16.83 | 0.13 | |
| CrossGNNParadigm=CD tested with channel shuffling2026.01 | 17.01 | 0.26 | |
| SundialParadigm=CI2026.01 | 22.69 | — | |
| Timer-XLParadigm=CD trained with fixed channel order2026.01 | 31.52 | — | |
| Chronos-BoltParadigm=CI2026.01 | 32.83 | — | |
| CrossformerParadigm=CD tested with channel shuffling2026.01 | 39.85 | 0.4 | |
| STIDParadigm=CD tested with channel shuffling2026.01 | 65.18 | 0.55 | |
| InformerParadigm=CD trained with channel shuffling2026.01 | 74 | 0.6 | |
| InformerParadigm=CD tested with channel shuffling2026.01 | 118.19 | 0.9 |