Time Series Forecasting on ETTh1 Horizon 96 (test)
0.352MSEScatterFusion
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ScatterFusionPrediction Horizon=962026.01 | 0.352 | 0.397 | |
| L-Drive2026.05 | 0.368 | 0.393 | |
| CrossLinear2026.05 | 0.374 | 0.393 | |
| FilterTS2026.05 | 0.374 | 0.391 | |
| FEDformerPrediction Horizon=962026.01 | 0.376 | 0.419 | |
| TimeXer + CRCBackbone=TimeXer, Residual Correction=CRC2025.12 | 0.379 | 0.3989 | |
| PatchTST + CRCBackbone=PatchTST, Residual Correction=CRC2025.12 | 0.379 | 0.3898 | |
| PatchTSTBackbone=PatchTST, Residual Correction=None2025.12 | 0.3792 | 0.3988 | |
| TimeXerBackbone=TimeXer, Residual Correction=None2025.12 | 0.3818 | 0.4029 | |
| WFTNetPrediction Horizon=962026.01 | 0.382 | 0.401 | |
| TimeXer2026.05 | 0.382 | 0.403 | |
| ETSformerPrediction Horizon=962026.01 | 0.383 | 0.417 | |
| TimesNetPrediction Horizon=962026.01 | 0.384 | 0.402 | |
| TimesNet2026.05 | 0.384 | 0.402 | |
| DLinearPrediction Horizon=962026.01 | 0.386 | 0.4 | |
| DLinear2026.05 | 0.386 | 0.4 | |
| DLinear + CRCBackbone=DLinear, Residual Correction=CRC2025.12 | 0.3873 | 0.4099 | |
| PatchMLP2026.05 | 0.391 | 0.403 | |
| iTransformer2026.05 | 0.394 | 0.409 | |
| DLinearBackbone=DLinear, Residual Correction=None2025.12 | 0.3962 | 0.4108 | |
| TimesNetBackbone=TimesNet, Residual Correction=None2025.12 | 0.3984 | 0.4163 | |
| TimesNet + CRCBackbone=TimesNet, Residual Correction=CRC2025.12 | 0.3986 | 0.4152 | |
| PatchTSTPrediction Horizon=962026.01 | 0.414 | 0.419 | |
| PatchTST2026.05 | 0.414 | 0.419 | |
| InformerPrediction Horizon=962026.01 | 0.437 | 0.462 | |
| AutoformerPrediction Horizon=962026.01 | 0.449 | 0.459 |