Multivariate Time Series Forecasting on ETTm1 96
0.282MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.282 | 0.339 | |
| ARMInput Length (LI)=7202024.03 | 0.287 | 0.34 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.293 | 0.346 | |
| TTM (2024)CoRA=true2026.03 | 0.297 | 0.342 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.299 | 0.343 | |
| TTM (2024)CoRA=false2026.03 | 0.299 | 0.345 | |
| Timer (2024)CoRA=true2026.03 | 0.302 | 0.349 | |
| Timer (2024)CoRA=false2026.03 | 0.303 | 0.351 | |
| CALFPlugin=✓2026.03 | 0.309 | 0.361 | |
| Moment (2024)CoRA=true2026.03 | 0.31 | 0.353 | |
| Moment (2024)CoRA=false2026.03 | 0.312 | 0.358 | |
| CALFPlugin=✗2026.03 | 0.319 | 0.366 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.326 | 0.39 | |
| GPT4TSPlugin=✓2026.03 | 0.333 | 0.372 | |
| GPT4TSPlugin=✗2026.03 | 0.344 | 0.381 | |
| UniTimePlugin=✓2026.03 | 0.345 | 0.377 | |
| UniTimePlugin=✗2026.03 | 0.358 | 0.385 | |
| 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 | 0.626 | 0.56 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.214 | 0.665 |