Multivariate Long-term Forecasting on ETTh1 v1 (test)
0.349MSETimeBase
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimeBasePrediction horizon=96, Lookback window=720, Year=20252026.06 | 0.349 | 0.384 | |
| PMDformerPrediction horizon=96, Lookback window=720, Year=ours2026.06 | 0.356 | 0.388 | |
| PaiFilterPrediction length=96, Lookback length=962024.11 | 0.375 | 0.394 | |
| TexFilterPrediction length=96, Lookback length=962024.11 | 0.382 | 0.402 | |
| FreTSPrediction length=96, Lookback length=962024.11 | 0.395 | 0.407 | |
| PMDformerPrediction horizon=Avg, Lookback window=720, Year=ours2026.06 | 0.401 | 0.423 | |
| STELLAInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.416 | 0.425 | |
| FEDformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.44 | 0.46 | |
| TiDEInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.445 | 0.432 | |
| iTransformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.455 | 0.448 | |
| DLinearInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.456 | 0.452 | |
| GPT4TSInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.457 | 0.45 | |
| TimesNetInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.458 | 0.45 | |
| TimeLLMInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.46 | 0.449 | |
| PatchTSTInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.463 | 0.449 | |
| AutoformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.496 | 0.487 | |
| MICNInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.558 | 0.535 | |
| NSformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.57 | 0.537 | |
| CrossformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 0.62 | 0.572 | |
| ReformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 1.029 | 0.805 | |
| InformerInput sequence length (T)=96, Predictive lengths (H)={96, 192, 336, 720}2025.12 | 1.04 | 0.795 |