Multivariate Time Series Forecasting on ETTm1 336
0.358MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.358 | 0.382 | |
| TTM (2024)CoRA=true2026.03 | 0.359 | 0.378 | |
| ARMInput Length (LI)=7202024.03 | 0.364 | 0.384 | |
| Moment (2024)CoRA=true2026.03 | 0.367 | 0.379 | |
| TTM (2024)CoRA=false2026.03 | 0.367 | 0.383 | |
| Moment (2024)CoRA=false2026.03 | 0.368 | 0.391 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.369 | 0.392 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.369 | 0.386 | |
| CALFPlugin=✓2026.03 | 0.378 | 0.396 | |
| GPT4TSPlugin=✓2026.03 | 0.386 | 0.399 | |
| CALFPlugin=✗2026.03 | 0.386 | 0.407 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.392 | 0.425 | |
| GPT4TSPlugin=✗2026.03 | 0.395 | 0.408 | |
| Timer (2024)CoRA=true2026.03 | 0.4 | 0.408 | |
| UniTimePlugin=✓2026.03 | 0.403 | 0.407 | |
| Timer (2024)CoRA=false2026.03 | 0.405 | 0.414 | |
| UniTimePlugin=✗2026.03 | 0.421 | 0.42 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.51 | 0.492 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 1.005 | 0.741 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.283 | 0.707 |