Forecasting on PEMS-BAY
0.039WAPECPiRi
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CPiRiParadigm=CI+CD2026.01 | 0.039 | 0.05 | |
| STIDParadigm=CD trained with fixed channel order2026.01 | 0.0391 | 0.05 | |
| CrossformerParadigm=CD trained with fixed channel order2026.01 | 0.0407 | 0.05 | |
| iTransformerParadigm=CD trained with fixed channel order2026.01 | 0.0421 | 0.05 | |
| iTransformerParadigm=CD trained with channel shuffling2026.01 | 0.0421 | 0.08 | |
| iTransformerParadigm=CD tested with channel shuffling2026.01 | 0.0421 | 0.1 | |
| STIDParadigm=CD trained with channel shuffling2026.01 | 0.043 | 0.08 | |
| InformerParadigm=CD trained with fixed channel order2026.01 | 0.0447 | 0.06 | |
| CrossformerParadigm=CD trained with channel shuffling2026.01 | 0.0447 | 0.08 | |
| TimeXerParadigm=CD trained with fixed channel order2026.01 | 0.0461 | 0.06 | |
| TimeXerParadigm=CD trained with channel shuffling2026.01 | 0.0486 | 0.09 | |
| PatchTSTParadigm=CI2026.01 | 0.0487 | 0.06 | |
| CrossGNNParadigm=CD trained with fixed channel order2026.01 | 0.0519 | 0.07 | |
| CrossGNNParadigm=CD trained with channel shuffling2026.01 | 0.0519 | 0.1 | |
| CrossGNNParadigm=CD tested with channel shuffling2026.01 | 0.052 | 0.12 | |
| DlinearParadigm=CI2026.01 | 0.0522 | 0.07 | |
| SundialParadigm=CI2026.01 | 0.0579 | — | |
| TimeXerParadigm=CD tested with channel shuffling2026.01 | 0.0592 | 0.14 | |
| CrossformerParadigm=CD tested with channel shuffling2026.01 | 0.0666 | 0.15 | |
| STIDParadigm=CD tested with channel shuffling2026.01 | 0.072 | 0.16 | |
| InformerParadigm=CD trained with channel shuffling2026.01 | 0.073 | 0.15 | |
| Timer-XLParadigm=CD trained with fixed channel order2026.01 | 0.0822 | — | |
| Chronos-BoltParadigm=CI2026.01 | 0.0852 | — | |
| InformerParadigm=CD tested with channel shuffling2026.01 | 0.0999 | 0.2 |