Multivariate Time Series Forecasting on ETTH1 FL=720
0.437MSEARM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ARMInput Length (LI)=7202024.03 | 0.437 | 0.459 | |
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.441 | 0.465 | |
| CI-TSMixer-BestFL=7202023.06 | 0.444 | — | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.447 | 0.468 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.469 | 0.492 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.472 | 0.49 | |
| CALFPlugin=✓2026.03 | 0.487 | 0.484 | |
| CALFPlugin=✗2026.03 | 0.495 | 0.495 | |
| GPT4TSPlugin=✓2026.03 | 0.497 | 0.496 | |
| GPT4TSPlugin=✗2026.03 | 0.509 | 0.512 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.515 | 0.517 | |
| LightTSFL=7202023.06 | 0.542 | — | |
| UniTimePlugin=✓2026.03 | 0.739 | 0.606 | |
| UniTimePlugin=✗2026.03 | 0.767 | 0.623 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 1.144 | 0.857 | |
| S4FL=7202023.06 | 1.162 | — | |
| RepeatStrategy=Last-value repeat2024.03 | 1.339 | 0.756 |