Time-series forecasting on SolarWind block-wise test-time missingness (test)
0.333CMSEBiTGraph
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BiTGraphMissing ratio (m)=0.125, Prediction length=288, Approach category=Missing2025.06 | 0.333 | 0.429 | |
| CTFMissing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Dependent2025.06 | 0.336 | 0.414 | |
| PatchTSTMissing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Independent2025.06 | 0.337 | 0.413 | |
| TimeXerMissing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Dependent2025.06 | 0.344 | 0.419 | |
| CrossGNNMissing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Dependent2025.06 | 0.347 | 0.412 | |
| DLinearMissing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Independent2025.06 | 0.349 | 0.458 | |
| TimeFilterMissing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Dependent2025.06 | 0.35 | 0.41 | |
| TimeMixer++Missing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Independent2025.06 | 0.36 | 0.415 | |
| DUETMissing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Dependent2025.06 | 0.365 | 0.435 | |
| TimesNetMissing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Dependent2025.06 | 0.366 | 0.409 | |
| iTrans.Missing ratio (m)=0.125, Prediction length=288, Approach category=Channel-Dependent2025.06 | 0.367 | 0.426 | |
| Hi-PatchMissing ratio (m)=0.125, Prediction length=288, Approach category=Irregular modeling2025.06 | 0.369 | 0.441 | |
| tPatchGNNMissing ratio (m)=0.125, Prediction length=288, Approach category=Irregular modeling2025.06 | 0.38 | 0.454 | |
| CTFMissing ratio (m)=0.25, Prediction length=576, Approach category=Channel-Dependent2025.06 | 0.417 | 0.473 | |
| PatchTSTMissing ratio (m)=0.25, Prediction length=576, Approach category=Channel-Independent2025.06 | 0.454 | 0.514 | |
| CTFMissing ratio (m)=0.375, Prediction length=864, Approach category=Channel-Dependent2025.06 | 0.481 | 0.528 | |
| DLinearMissing ratio (m)=0.375, Prediction length=864, Approach category=Channel-Independent2025.06 | 0.482 | 0.584 | |
| DLinearMissing ratio (m)=0.5, Prediction length=1152, Approach category=Channel-Independent2025.06 | 0.522 | 0.625 | |
| CTFMissing ratio (m)=0.5, Prediction length=1152, Approach category=Channel-Dependent2025.06 | 0.538 | 0.572 | |
| TimeFilterMissing ratio (m)=0.5, Prediction length=1152, Approach category=Channel-Dependent2025.06 | 0.6 | 0.574 | |
| BiTGraphMissing ratio (m)=0.5, Prediction length=1152, Approach category=Missing2025.06 | 0.606 | 0.649 |