Multivariate Time Series Forecasting on EPA
0.776CMSECTF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CTFApproach=Channel-Dependent2025.06 | 0.776 | 0.586 | |
| DUETApproach=Channel-Dependent2025.06 | 0.782 | 0.579 | |
| tPatchGNNApproach=Irregular modeling2025.06 | 0.801 | 0.628 | |
| Hi-PatchApproach=Irregular modeling2025.06 | 0.808 | 0.629 | |
| PatchTSTApproach=Channel-Independent2025.06 | 0.854 | 0.597 | |
| TimeFilterApproach=Channel-Dependent2025.06 | 0.863 | 0.599 | |
| iTrans.Approach=Channel-Dependent2025.06 | 0.882 | 0.611 | |
| TimeXerApproach=Channel-Dependent2025.06 | 0.886 | 0.611 | |
| TimeMixer++Approach=Channel-Independent2025.06 | 0.931 | 0.637 | |
| TimesNetApproach=Channel-Independent2025.06 | 0.937 | 0.643 | |
| CrossGNNApproach=Channel-Dependent2025.06 | 0.979 | 0.665 | |
| DLinearApproach=Channel-Independent2025.06 | 1.047 | 0.713 |