Multivariate long-term forecasting on ETTh2 v1 (test)
0.269MSEPMDformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PMDformerPrediction horizon=96, Lookback window=720, Year=ours2026.06 | 0.269 | 0.329 | |
| ModernTCNPrediction horizon=96, Lookback window=720, Year=20242026.06 | 0.273 | 0.341 | |
| PaiFilterPrediction length=96, Lookback length=962024.11 | 0.292 | 0.343 | |
| TexFilterPrediction length=96, Lookback length=962024.11 | 0.293 | 0.343 | |
| MICNPrediction length=96, Lookback length=962024.11 | 0.299 | 0.364 | |
| PMDformerPrediction horizon=Avg, Lookback window=720, Year=ours2026.06 | 0.337 | 0.382 | |
| STELLAInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.364 | 0.391 | |
| TimeLLMInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.381 | 0.408 | |
| iTransformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.381 | 0.405 | |
| GPT4TSInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.389 | 0.414 | |
| PatchTSTInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.395 | 0.414 | |
| TimesNetInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.414 | 0.427 | |
| FEDformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.437 | 0.449 | |
| AutoformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.45 | 0.459 | |
| NSformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.526 | 0.516 | |
| DLinearInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.559 | 0.551 | |
| MICNInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.587 | 0.525 | |
| TiDEInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.611 | 0.55 | |
| CrossformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.942 | 0.684 | |
| InformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 4.431 | 1.729 | |
| ReformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 6.736 | 2.191 |