Multivariate Time Series Forecasting on ETTm1 192
0.324MSECATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.324 | 0.363 | |
| ARMInput Length (LI)=7202024.03 | 0.328 | 0.364 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.333 | 0.37 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.335 | 0.365 | |
| CALFPlugin=✓2026.03 | 0.338 | 0.372 | |
| CALFPlugin=✗2026.03 | 0.346 | 0.381 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.365 | 0.415 | |
| GPT4TSPlugin=✓2026.03 | 0.366 | 0.389 | |
| UniTimePlugin=✓2026.03 | 0.371 | 0.391 | |
| GPT4TSPlugin=✗2026.03 | 0.376 | 0.398 | |
| UniTimePlugin=✗2026.03 | 0.386 | 0.403 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.514 | 0.495 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.725 | 0.619 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.261 | 0.69 |