Multivariate Time Series Forecasting on ETTh1 192
0.381MSETTM (2024)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TTM (2024)CoRA=true2026.03 | 0.381 | 0.4 | |
| TTM (2024)CoRA=false2026.03 | 0.391 | 0.41 | |
| ARMInput Length (LI)=7202024.03 | 0.402 | 0.421 | |
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.404 | 0.42 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.405 | 0.416 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.413 | 0.429 | |
| Moment (2024)CoRA=true2026.03 | 0.416 | 0.432 | |
| CALFPlugin=✓2026.03 | 0.42 | 0.433 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.423 | 0.446 | |
| Moment (2024)CoRA=false2026.03 | 0.428 | 0.436 | |
| CALFPlugin=✗2026.03 | 0.429 | 0.443 | |
| GPT4TSPlugin=✓2026.03 | 0.449 | 0.448 | |
| Timer (2024)CoRA=true2026.03 | 0.453 | 0.446 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.456 | 0.457 | |
| Timer (2024)CoRA=false2026.03 | 0.458 | 0.458 | |
| GPT4TSPlugin=✗2026.03 | 0.461 | 0.458 | |
| UniTimePlugin=✓2026.03 | 0.723 | 0.573 | |
| UniTimePlugin=✗2026.03 | 0.75 | 0.592 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 1.007 | 0.786 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.325 | 0.733 |