Channel-wise Asynchronous Long-Term Multivariate Forecasting on ETT1
0.335CMSECTF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CTFPrediction Length=192, Approach=Channel-Dependent2025.06 | 0.335 | 0.37 | |
| TimeFilterPrediction Length=192, Approach=Channel-Dependent2025.06 | 0.34 | 0.371 | |
| PatchTSTPrediction Length=192, Approach=Channel-Independent2025.06 | 0.343 | 0.374 | |
| DLinearPrediction Length=192, Approach=Channel-Independent2025.06 | 0.352 | 0.373 | |
| TimeXerPrediction Length=192, Approach=Channel-Dependent2025.06 | 0.354 | 0.381 | |
| DUETPrediction Length=192, Approach=Channel-Dependent2025.06 | 0.355 | 0.382 | |
| CrossGNNPrediction Length=192, Approach=Channel-Dependent2025.06 | 0.355 | 0.373 | |
| iTrans.Prediction Length=192, Approach=Channel-Dependent2025.06 | 0.356 | 0.384 | |
| TimeMixer++Prediction Length=192, Approach=Channel-Independent2025.06 | 0.363 | 0.389 | |
| CTFPrediction Length=336, Approach=Channel-Dependent2025.06 | 0.364 | 0.39 | |
| PatchTSTPrediction Length=336, Approach=Channel-Independent2025.06 | 0.378 | 0.397 | |
| TimesNetPrediction Length=192, Approach=Channel-Independent2025.06 | 0.388 | 0.407 | |
| Hi-PatchPrediction Length=192, Approach=Irregular modeling2025.06 | 0.396 | 0.422 | |
| tPatchGNNPrediction Length=192, Approach=Irregular modeling2025.06 | 0.413 | 0.44 | |
| CTFPrediction Length=768, Approach=Channel-Dependent2025.06 | 0.428 | 0.43 | |
| PatchTSTPrediction Length=768, Approach=Channel-Independent2025.06 | 0.435 | 0.443 | |
| CTFPrediction Length=1152, Approach=Channel-Dependent2025.06 | 0.467 | 0.452 | |
| PatchTSTPrediction Length=1152, Approach=Channel-Independent2025.06 | 0.481 | 0.457 |