Multivariate Time Series Forecasting on ETTm1 720
0.411MSEARM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ARMInput Length (LI)=7202024.03 | 0.411 | 0.412 | |
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.414 | 0.416 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.416 | 0.42 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.425 | 0.421 | |
| GPT4TSPlugin=✓2026.03 | 0.432 | 0.425 | |
| CALFPlugin=✓2026.03 | 0.432 | 0.424 | |
| CALFPlugin=✗2026.03 | 0.44 | 0.433 | |
| GPT4TSPlugin=✗2026.03 | 0.442 | 0.434 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.446 | 0.458 | |
| UniTimePlugin=✓2026.03 | 0.459 | 0.435 | |
| UniTimePlugin=✗2026.03 | 0.469 | 0.448 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.527 | 0.493 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 1.133 | 0.845 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.319 | 0.729 |