Multivariate long-term forecasting on ETTm2 (Avg)
0.253MSEHiMTM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HiMTM2024.01 | 0.253 | 0.312 | |
| PatchTST2024.01 | 0.255 | 0.315 | |
| MoHETSModel version=MOHETSbase, Lookback Length (P)=16, Batch Size=1282026.01 | 0.256 | 0.31 | |
| DLinear2024.01 | 0.267 | 0.333 | |
| TriTSLookback window=96, Prediction length=Average2026.04 | 0.27 | 0.318 | |
| TimeMixerLookback window=96, Prediction length=Average2026.04 | 0.275 | 0.323 | |
| FDNetLookback window=96, Prediction length=Average2026.04 | 0.279 | 0.324 | |
| WPMixerLookback window=96, Prediction length=Average2026.04 | 0.279 | 0.325 | |
| MICN2024.01 | 0.283 | 0.342 | |
| MTSMixer2024.01 | 0.284 | 0.335 | |
| PatchTSTLookback window=96, Prediction length=Average2026.04 | 0.284 | 0.327 | |
| Scaleformer2024.01 | 0.288 | 0.336 | |
| TimesNet2024.01 | 0.291 | 0.333 | |
| iTransformerLookback window=96, Prediction length=Average2026.04 | 0.291 | 0.334 | |
| VisionTS++Lookback window=96, Prediction length=Average2026.04 | 0.294 | 0.327 | |
| VisionTSLookback window=96, Prediction length=Average2026.04 | 0.297 | 0.331 | |
| Fedformer2024.01 | 0.305 | 0.349 | |
| Autoformer2024.01 | 0.327 | 0.371 | |
| DLinearLookback window=96, Prediction length=Average2026.04 | 0.354 | 0.402 | |
| Crossformer2024.01 | 0.402 | 0.425 | |
| Informer2024.01 | 1.41 | 0.81 |