Long-term forecasting on ETTh1 standard (test)
0.349MSETimeBase
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimeBasePrediction Length (S)=96, Input Length=962026.06 | 0.349 | 0.384 | |
| TimeBridgePrediction Length (S)=96, Input Length=962026.06 | 0.35 | 0.389 | |
| DUETPrediction Length (S)=96, Input Length=962026.06 | 0.352 | 0.384 | |
| TimeMixer++Prediction Length (S)=96, Input Length=962026.06 | 0.361 | 0.403 | |
| SparseTSFPrediction Length (S)=96, Input Length=962026.06 | 0.362 | 0.389 | |
| GPHTPrediction Length (S)=96, Input Length=962026.06 | 0.363 | 0.382 | |
| Multi-Scale Residual-Aware Representation Learning PipelinePrediction Length (S)=96, Input Length=962026.06 | 0.367 | 0.311 | |
| TimeFilterPrediction Length (S)=96, Input Length=962026.06 | 0.37 | 0.394 | |
| AmplifierPrediction Length (S)=96, Input Length=962026.06 | 0.371 | 0.392 | |
| xPatchPrediction Length (S)=96, Input Length=962026.06 | 0.376 | 0.386 | |
| TimeXerPrediction Length (S)=96, Input Length=962026.06 | 0.382 | 0.403 | |
| iTransformerPrediction Length (S)=96, Input Length=962026.06 | 0.386 | 0.405 | |
| TimeMixerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.411 | 0.423 | |
| TSMixerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.412 | 0.428 | |
| PatchTSTAveraged over horizons={96, 192, 336, 720}2026.04 | 0.413 | 0.434 | |
| ST-PTAveraged over horizons={96, 192, 336, 720}2026.04 | 0.437 | 0.434 | |
| TimesNetAveraged over horizons={96, 192, 336, 720}2026.04 | 0.495 | 0.45 | |
| CrossformerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.6 | 0.557 |