Multivariate Time Series Forecasting on Weather (CMSE/CMAE)
0.273CMSETimeFilter
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeFilterApproach=Channel-Dependent2025.06 | 0.273 | 0.293 | |
| CTFApproach=Channel-Dependent2025.06 | 0.275 | 0.296 | |
| PatchTSTApproach=Channel-Independent2025.06 | 0.275 | 0.331 | |
| TimeMixer++Approach=Channel-Independent2025.06 | 0.276 | 0.296 | |
| CrossGNNApproach=Channel-Dependent2025.06 | 0.285 | 0.315 | |
| DLinearApproach=Channel-Independent2025.06 | 0.287 | 0.331 | |
| TimeXerApproach=Channel-Dependent2025.06 | 0.3 | 0.31 | |
| Hi-PatchApproach=Irregular modeling2025.06 | 0.301 | 0.32 | |
| DUETApproach=Channel-Dependent2025.06 | 0.309 | 0.322 | |
| tPatchGNNApproach=Irregular modeling2025.06 | 0.312 | 0.324 | |
| iTrans.Approach=Channel-Dependent2025.06 | 0.313 | 0.323 | |
| TimesNetApproach=Channel-Independent2025.06 | 0.314 | 0.322 |