Multivariate Time Series Forecasting on Traffic 720
0.421MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.421 | 0.297 | |
| ARMInput Length (LI)=7202024.03 | 0.425 | 0.294 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.432 | 0.286 | |
| GPT4TSPlugin=✓2026.03 | 0.455 | 0.315 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.466 | 0.315 | |
| CALFPlugin=✓2026.03 | 0.467 | 0.332 | |
| GPT4TSPlugin=✗2026.03 | 0.468 | 0.325 | |
| CALFPlugin=✗2026.03 | 0.477 | 0.342 | |
| UniTimePlugin=✓2026.03 | 0.477 | 0.354 | |
| UniTimePlugin=✗2026.03 | 0.485 | 0.363 | |
| TTM (2024)CoRA=true2026.03 | 0.53 | 0.358 | |
| TTM (2024)CoRA=false2026.03 | 0.534 | 0.366 | |
| Moment (2024)CoRA=true2026.03 | 0.54 | 0.478 | |
| Moment (2024)CoRA=false2026.03 | 0.552 | 0.494 | |
| Timer (2024)CoRA=true2026.03 | 0.559 | 0.484 | |
| Timer (2024)CoRA=false2026.03 | 0.571 | 0.484 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.626 | 0.382 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.66 | 0.408 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.864 | 0.472 | |
| RepeatStrategy=Last-value repeat2024.03 | 2.811 | 1.097 |