Long-term forecasting on ETTm1 standard (test)
0.279MSEDUET
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DUETPrediction Length (S)=96, Input Length=962026.06 | 0.279 | 0.333 | |
| Multi-Scale Residual-Aware Representation Learning PipelinePrediction Length (S)=96, Input Length=962026.06 | 0.293 | 0.273 | |
| TSMixerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.347 | 0.375 | |
| TimeMixerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.348 | 0.376 | |
| PatchTSTAveraged over horizons={96, 192, 336, 720}2026.04 | 0.353 | 0.382 | |
| ST-PTAveraged over horizons={96, 192, 336, 720}2026.04 | 0.393 | 0.403 | |
| TimesNetAveraged over horizons={96, 192, 336, 720}2026.04 | 0.4 | 0.406 | |
| CrossformerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.514 | 0.511 |