Multivariate Time Series Forecasting on Traffic 192
0.368MSECATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.368 | 0.256 | |
| ARMInput Length (LI)=7202024.03 | 0.373 | 0.258 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.379 | 0.256 | |
| GPT4TSPlugin=✓2026.03 | 0.413 | 0.299 | |
| CALFPlugin=✓2026.03 | 0.413 | 0.301 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.423 | 0.287 | |
| GPT4TSPlugin=✗2026.03 | 0.423 | 0.305 | |
| CALFPlugin=✗2026.03 | 0.424 | 0.309 | |
| UniTimePlugin=✓2026.03 | 0.427 | 0.309 | |
| UniTimePlugin=✗2026.03 | 0.437 | 0.32 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.604 | 0.373 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.616 | 0.382 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.696 | 0.379 | |
| RepeatStrategy=Last-value repeat2024.03 | 2.756 | 1.087 |