Multivariate Time Series Forecasting on ETTm2 192
0.211MSECATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.211 | 0.285 | |
| ARMInput Length (LI)=7202024.03 | 0.218 | 0.29 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.223 | 0.296 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.224 | 0.303 | |
| CALFPlugin=✓2026.03 | 0.23 | 0.304 | |
| GPT4TSPlugin=✓2026.03 | 0.232 | 0.306 | |
| CALFPlugin=✗2026.03 | 0.238 | 0.31 | |
| UniTimePlugin=✓2026.03 | 0.239 | 0.307 | |
| GPT4TSPlugin=✗2026.03 | 0.242 | 0.314 | |
| UniTimePlugin=✗2026.03 | 0.249 | 0.316 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.269 | 0.328 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.281 | 0.34 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.34 | 0.371 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.533 | 0.563 |