Long-term time series forecasting on ETTh2 Average
0.364MSETimeMixer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeMixerLookback window=96, Prediction length=Average2026.04 | 0.364 | 0.395 | |
| TriTSLookback window=96, Prediction length=Average2026.04 | 0.366 | 0.38 | |
| L-Drive2026.05 | 0.366 | 0.396 | |
| CrossLinear2026.05 | 0.368 | 0.396 | |
| TimeXer2026.05 | 0.368 | 0.396 | |
| FilterTS2026.05 | 0.372 | 0.396 | |
| FDNetLookback window=96, Prediction length=Average2026.04 | 0.373 | 0.399 | |
| SIGMAInput Length=962026.05 | 0.376 | 0.402 | |
| AMDInput Length=962026.05 | 0.376 | 0.4 | |
| WPMixerLookback window=96, Prediction length=Average2026.04 | 0.378 | 0.405 | |
| VisionTS++Lookback window=96, Prediction length=Average2026.04 | 0.379 | 0.402 | |
| MultiPatch.Input Length=962026.05 | 0.379 | 0.406 | |
| iTransformerLookback window=96, Prediction length=Average2026.04 | 0.383 | 0.407 | |
| iTransformer2026.05 | 0.383 | 0.407 | |
| PatchTSTLookback window=96, Prediction length=Average2026.04 | 0.385 | 0.41 | |
| PatchTST2026.05 | 0.387 | 0.407 | |
| TimeMixerInput Length=962026.05 | 0.389 | 0.41 | |
| WPMixerInput Length=962026.05 | 0.39 | 0.41 | |
| PatchMLP2026.05 | 0.395 | 0.412 | |
| VisionTSLookback window=96, Prediction length=Average2026.04 | 0.397 | 0.421 | |
| MSGNetInput Length=962026.05 | 0.402 | 0.421 | |
| TimesNetInput Length=962026.05 | 0.41 | 0.424 | |
| TimesNet2026.05 | 0.414 | 0.427 | |
| DLinear2026.05 | 0.559 | 0.515 | |
| DLinearLookback window=96, Prediction length=Average2026.04 | 0.563 | 0.519 | |
| MICNInput Length=962026.05 | 0.582 | 0.527 | |
| Pyra.Input Length=962026.05 | 4.086 | 1.621 |