Multivariate Time Series Forecasting on Weather 720
0.289MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.289 | 0.326 | |
| ARMInput Length (LI)=7202024.03 | 0.296 | 0.332 | |
| CALFPlugin=✓2026.03 | 0.312 | 0.331 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.314 | 0.334 | |
| GPT4TSPlugin=✓2026.03 | 0.32 | 0.336 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.323 | 0.362 | |
| CALFPlugin=✗2026.03 | 0.323 | 0.34 | |
| UniTimePlugin=✓2026.03 | 0.323 | 0.336 | |
| GPT4TSPlugin=✗2026.03 | 0.33 | 0.348 | |
| UniTimePlugin=✗2026.03 | 0.335 | 0.351 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.403 | 0.428 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.419 | 0.428 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.465 | 0.394 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 1.059 | 0.741 |