Time-series Forecasting on ETTh1 (MSE, relative MSE improvement)
0.3533MSESTEPS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STEPSBackbone=PatchTST, Horizon (H)=962026.05 | 0.3533 | — | — | |
| STEPSBackbone=DLinear, Horizon (H)=962026.05 | 0.3754 | — | — | |
| UEC-STDBackbone=iTransformer2026.05 | 0.4391 | — | — | |
| PatchTSTBackbone=PatchTST, Correction Method=None2026.05 | 0.4451 | — | — | |
| UEC-STDBackbone=PatchTST2026.05 | 0.4455 | — | — | |
| iTransformerBackbone=iTransformer, Correction Method=None2026.05 | 0.4553 | — | — | |
| TAFASBackbone=DLinear, Horizon (H)=962026.05 | 0.4618 | — | — | |
| BaseBackbone=DLinear, Horizon (H)=962026.05 | 0.4695 | — | — | |
| STEPSBackbone=MICN, Horizon (H)=7202026.05 | 0.5487 | — | — | |
| STEPSBackbone=OLS, Horizon (H)=7202026.05 | 0.5597 | — | — | |
| AR (No Correction)2026.05 | — | — | 0 | |
| STEPSBackbone=DLinear2026.05 | — | 17.59 | — | |
| UEC-CNN2026.05 | — | — | 1.03 | |
| UEC-GRU2026.05 | — | — | 2.89 | |
| UEC-Logistic2026.05 | — | — | 8.95 | |
| UEC-LSTM2026.05 | — | — | 4.79 | |
| UEC-MLP2026.05 | — | — | 0.32 | |
| UEC-Random Forest2026.05 | — | — | 0.77 | |
| UEC-STD2026.05 | — | — | -2.07 | |
| UEC-Transformer2026.05 | — | — | 0.88 | |
| UEC-XGBoost2026.05 | — | — | 0.28 |