Channel-wise Asynchronous Long-Term Multivariate Forecasting on CHS
0.103CMSECTF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CTFPrediction Length=120, Approach=Channel-Dependent2025.06 | 0.103 | 0.062 | |
| PatchTSTPrediction Length=120, Approach=Channel-Independent2025.06 | 0.129 | 0.065 | |
| CTFApproach=Channel-Dependent2025.06 | 0.285 | 0.126 | |
| tPatchGNNApproach=Irregular modeling2025.06 | 0.294 | 0.125 | |
| TimeMixer++Approach=Channel-Independent2025.06 | 0.296 | 0.129 | |
| TimeXerApproach=Channel-Dependent2025.06 | 0.298 | 0.128 | |
| CrossGNNApproach=Channel-Dependent2025.06 | 0.298 | 0.139 | |
| Hi-PatchApproach=Irregular modeling2025.06 | 0.301 | 0.129 | |
| TimeFilterApproach=Channel-Dependent2025.06 | 0.304 | 0.129 | |
| iTrans.Approach=Channel-Dependent2025.06 | 0.305 | 0.132 | |
| DUETApproach=Channel-Dependent2025.06 | 0.307 | 0.133 | |
| PatchTSTApproach=Channel-Independent2025.06 | 0.315 | 0.132 | |
| TimesNetApproach=Channel-Independent2025.06 | 0.33 | 0.14 | |
| DLinearApproach=Channel-Independent2025.06 | 0.351 | 0.248 | |
| CTFPrediction Length=840, Approach=Channel-Dependent2025.06 | 0.555 | 0.216 | |
| PatchTSTPrediction Length=840, Approach=Channel-Independent2025.06 | 0.591 | 0.226 |