Time Series Distillation on ETTh1
0.386L (Loss)Full Data
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Full DataBackbone=DLinear2026.03 | 0.386 | 0.389 | 0.384 | |
| Full DataBackbone=iTransformer2026.03 | 0.386 | 0.389 | 0.384 | |
| Full DataBackbone=xPatch2026.03 | 0.386 | 0.389 | 0.384 | |
| HDTBackbone=DLinear2026.03 | 0.476 | 0.481 | 0.448 | |
| HDTBackbone=xPatch2026.03 | 0.504 | 0.497 | 0.451 | |
| HDTBackbone=iTransformer2026.03 | 0.524 | 0.509 | 0.467 | |
| CondTSFBackbone=DLinear2026.03 | 0.546 | 0.581 | 0.535 | |
| CondTSFBackbone=xPatch2026.03 | 0.674 | 0.604 | 0.548 | |
| CondTSFBackbone=iTransformer2026.03 | 0.876 | 0.542 | 0.498 | |
| TESLABackbone=DLinear2026.03 | 1.059 | 1.184 | 1.393 | |
| TESLABackbone=iTransformer2026.03 | 1.102 | 0.764 | 0.71 | |
| MTTBackbone=iTransformer2026.03 | 1.103 | 0.779 | 0.732 | |
| MTTBackbone=DLinear2026.03 | 1.146 | 2.489 | 3.429 | |
| DCBackbone=DLinear2026.03 | 1.221 | 0.896 | 0.74 | |
| RandomBackbone=DLinear2026.03 | 1.24 | 0.875 | 0.739 | |
| RandomBackbone=iTransformer2026.03 | 1.24 | 0.875 | 0.739 | |
| RandomBackbone=xPatch2026.03 | 1.24 | 0.875 | 0.739 | |
| DCBackbone=iTransformer2026.03 | 1.297 | 0.865 | 0.729 | |
| MTTBackbone=xPatch2026.03 | 1.313 | 0.843 | 0.77 | |
| TESLABackbone=xPatch2026.03 | 1.339 | 0.813 | 0.727 | |
| DCBackbone=xPatch2026.03 | 1.342 | 0.907 | 0.729 |