Multivariate Time Series Forecasting on ETTH1 (FL=336)
0.421MSECI-TSMixer-Best
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CI-TSMixer-BestFL=3362023.06 | 0.421 | — | |
| ARMInput Length (LI)=7202024.03 | 0.421 | 0.431 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.422 | 0.44 | |
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.423 | 0.437 | |
| CALFPlugin=✓2026.03 | 0.433 | 0.446 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.439 | 0.443 | |
| CALFPlugin=✗2026.03 | 0.443 | 0.456 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.444 | 0.462 | |
| GPT4TSPlugin=✓2026.03 | 0.451 | 0.458 | |
| GPT4TSPlugin=✗2026.03 | 0.464 | 0.468 | |
| LightTSFL=3362023.06 | 0.466 | — | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.486 | 0.487 | |
| UniTimePlugin=✓2026.03 | 0.702 | 0.582 | |
| UniTimePlugin=✗2026.03 | 0.723 | 0.592 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 1.038 | 0.784 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.323 | 0.744 | |
| S4FL=3362023.06 | 1.407 | — |