Multivariate Time Series Forecasting on ETTm2 720
0.34MSECATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.34 | 0.371 | |
| ARMInput Length (LI)=7202024.03 | 0.357 | 0.382 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.362 | 0.385 | |
| CALFPlugin=✓2026.03 | 0.363 | 0.39 | |
| UniTimePlugin=✓2026.03 | 0.367 | 0.382 | |
| GPT4TSPlugin=✓2026.03 | 0.371 | 0.39 | |
| CALFPlugin=✗2026.03 | 0.373 | 0.397 | |
| UniTimePlugin=✗2026.03 | 0.382 | 0.392 | |
| GPT4TSPlugin=✗2026.03 | 0.387 | 0.401 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.397 | 0.421 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.421 | 0.415 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.422 | 0.419 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.521 | 0.465 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 3.379 | 1.388 |