Multivariate Time Series Forecasting on ETTh2 96
0.259MSECATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.259 | 0.327 | |
| ARMInput Length (LI)=7202024.03 | 0.264 | 0.327 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.274 | 0.337 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.289 | 0.353 | |
| CALFPlugin=✓2026.03 | 0.297 | 0.356 | |
| CALFPlugin=✗2026.03 | 0.303 | 0.364 | |
| GPT4TSPlugin=✓2026.03 | 0.318 | 0.369 | |
| GPT4TSPlugin=✗2026.03 | 0.331 | 0.382 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.332 | 0.374 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.332 | 0.368 | |
| UniTimePlugin=✓2026.03 | 0.351 | 0.383 | |
| UniTimePlugin=✗2026.03 | 0.36 | 0.391 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.432 | 0.422 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 1.549 | 0.952 |