Time Series Forecasting on ETTm1 (MSE H=24, H=48, H=96)
0.439MSE (H=24)DynaME
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DynaMEBackbone=PatchTST2026.03 | 0.439 | 0.589 | 0.703 | |
| DynaMEBackbone=iTransformer2026.03 | 0.465 | 0.598 | 0.682 | |
| DynaMEBackbone=xPatch2026.03 | 0.469 | 0.601 | 0.678 | |
| PROCEEDBackbone=iTransformer2026.03 | 0.473 | 0.645 | 0.754 | |
| SOLIDBackbone=iTransformer2026.03 | 0.486 | 0.64 | — | |
| PROCEEDBackbone=PatchTST2026.03 | 0.494 | 0.659 | 0.776 | |
| SOLIDBackbone=PatchTST2026.03 | 0.498 | 0.645 | 0.779 | |
| GDBackbone=iTransformer2026.03 | 0.501 | 0.658 | 0.742 | |
| SOLIDBackbone=xPatch2026.03 | 0.502 | 0.65 | 0.734 | |
| GDBackbone=PatchTST2026.03 | 0.524 | 0.675 | 0.763 | |
| PROCEEDBackbone=xPatch2026.03 | 0.557 | 0.711 | 0.788 | |
| DSOFBackbone=xPatch2026.03 | 0.564 | 0.798 | 0.957 | |
| DSOFBackbone=PatchTST2026.03 | 0.595 | 0.822 | 0.95 | |
| GDBackbone=xPatch2026.03 | 0.598 | 0.748 | 0.811 | |
| DSOFBackbone=iTransformer2026.03 | 0.63 | 0.88 | 1.061 |