Multivariate Time Series Forecasting on Traffic 336
0.379MSECATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.379 | 0.272 | |
| ARMInput Length (LI)=7202024.03 | 0.383 | 0.274 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.392 | 0.264 | |
| GPT4TSPlugin=✓2026.03 | 0.425 | 0.301 | |
| CALFPlugin=✓2026.03 | 0.426 | 0.309 | |
| GPT4TSPlugin=✗2026.03 | 0.433 | 0.309 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.436 | 0.296 | |
| CALFPlugin=✗2026.03 | 0.436 | 0.319 | |
| UniTimePlugin=✓2026.03 | 0.465 | 0.325 | |
| UniTimePlugin=✗2026.03 | 0.476 | 0.333 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.621 | 0.383 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.622 | 0.337 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.777 | 0.42 | |
| RepeatStrategy=Last-value repeat2024.03 | 2.791 | 1.095 |