Multivariate Time Series Forecasting on ETT1
0.399CMSECTF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CTFApproach=Channel-Dependent2025.06 | 0.399 | 0.41 | |
| PatchTSTApproach=Channel-Independent2025.06 | 0.411 | 0.416 | |
| TimeFilterApproach=Channel-Dependent2025.06 | 0.412 | 0.418 | |
| TimeXerApproach=Channel-Dependent2025.06 | 0.422 | 0.424 | |
| DUETApproach=Channel-Dependent2025.06 | 0.424 | 0.425 | |
| DLinearApproach=Channel-Independent2025.06 | 0.425 | 0.42 | |
| CrossGNNApproach=Channel-Dependent2025.06 | 0.428 | 0.416 | |
| TimeMixer++Approach=Channel-Independent2025.06 | 0.433 | 0.432 | |
| iTrans.Approach=Channel-Dependent2025.06 | 0.435 | 0.431 | |
| Hi-PatchApproach=Irregular modeling2025.06 | 0.448 | 0.454 | |
| TimesNetApproach=Channel-Independent2025.06 | 0.452 | 0.444 | |
| tPatchGNNApproach=Irregular modeling2025.06 | 0.465 | 0.47 |