Multivariate Time Series Forecasting on ETTh2 720
0.358MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.358 | 0.415 | |
| ARMInput Length (LI)=7202024.03 | 0.371 | 0.408 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.379 | 0.422 | |
| TTM (2024)CoRA=true2026.03 | 0.384 | 0.42 | |
| TTM (2024)CoRA=false2026.03 | 0.386 | 0.429 | |
| Moment (2024)CoRA=true2026.03 | 0.401 | 0.423 | |
| Moment (2024)CoRA=false2026.03 | 0.402 | 0.437 | |
| GPT4TSPlugin=✓2026.03 | 0.405 | 0.441 | |
| CALFPlugin=✓2026.03 | 0.409 | 0.458 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.412 | 0.469 | |
| CALFPlugin=✗2026.03 | 0.417 | 0.449 | |
| GPT4TSPlugin=✗2026.03 | 0.419 | 0.452 | |
| Timer (2024)CoRA=true2026.03 | 0.435 | 0.453 | |
| UniTimePlugin=✓2026.03 | 0.437 | 0.458 | |
| Timer (2024)CoRA=false2026.03 | 0.441 | 0.466 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.453 | 0.49 | |
| UniTimePlugin=✗2026.03 | 0.455 | 0.473 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.588 | 0.517 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.605 | 0.551 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 3.656 | 1.619 |