Multivariate Time Series Forecasting on ETTh1 96
0.357MSETTM (2024)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TTM (2024)CoRA=true2026.03 | 0.357 | 0.386 | |
| TTM (2024)CoRA=false2026.03 | 0.364 | 0.392 | |
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.365 | 0.396 | |
| ARMInput Length (LI)=7202024.03 | 0.366 | 0.391 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.37 | 0.4 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.375 | 0.399 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.376 | 0.415 | |
| Timer (2024)CoRA=true2026.03 | 0.39 | 0.405 | |
| Timer (2024)CoRA=false2026.03 | 0.395 | 0.409 | |
| Moment (2024)CoRA=true2026.03 | 0.395 | 0.411 | |
| CALFPlugin=✓2026.03 | 0.396 | 0.417 | |
| CALFPlugin=✗2026.03 | 0.407 | 0.427 | |
| Moment (2024)CoRA=false2026.03 | 0.409 | 0.422 | |
| GPT4TSPlugin=✓2026.03 | 0.427 | 0.435 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.435 | 0.446 | |
| GPT4TSPlugin=✗2026.03 | 0.439 | 0.447 | |
| UniTimePlugin=✓2026.03 | 0.69 | 0.557 | |
| UniTimePlugin=✗2026.03 | 0.718 | 0.575 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.941 | 0.769 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.295 | 0.713 |