Multivariate Time Series Forecasting on ETTh2 192
0.309MSECATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.309 | 0.368 | |
| ARMInput Length (LI)=7202024.03 | 0.327 | 0.374 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.341 | 0.382 | |
| GPT4TSPlugin=✓2026.03 | 0.356 | 0.393 | |
| GPT4TSPlugin=✗2026.03 | 0.37 | 0.408 | |
| UniTimePlugin=✓2026.03 | 0.376 | 0.417 | |
| CALFPlugin=✓2026.03 | 0.378 | 0.391 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.383 | 0.418 | |
| CALFPlugin=✗2026.03 | 0.386 | 0.402 | |
| UniTimePlugin=✗2026.03 | 0.388 | 0.43 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.407 | 0.446 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.426 | 0.434 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.534 | 0.473 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 3.792 | 1.542 |