Long-term forecasting on Weather standard (test)
0.026MSEMulti-Scale Residual-Aware Representation Learning Pipeline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Multi-Scale Residual-Aware Representation Learning PipelinePrediction Length (S)=192, Input Length=962026.06 | 0.026 | 0.048 | |
| TimeMixerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.222 | 0.262 | |
| TSMixerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.225 | 0.264 | |
| PatchTSTAveraged over horizons={96, 192, 336, 720}2026.04 | 0.241 | 0.264 | |
| ST-PTAveraged over horizons={96, 192, 336, 720}2026.04 | 0.245 | 0.276 | |
| TimesNetAveraged over horizons={96, 192, 336, 720}2026.04 | 0.251 | 0.294 | |
| CrossformerAveraged over horizons={96, 192, 336, 720}2026.04 | 0.38 | 0.442 |