Multivariate Time Series Forecasting on Weather 192
0.182MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.182 | 0.233 | |
| ARMInput Length (LI)=7202024.03 | 0.189 | 0.24 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.194 | 0.241 | |
| CALFPlugin=✓2026.03 | 0.201 | 0.248 | |
| CALFPlugin=✗2026.03 | 0.207 | 0.255 | |
| UniTimePlugin=✓2026.03 | 0.217 | 0.265 | |
| GPT4TSPlugin=✓2026.03 | 0.218 | 0.265 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.22 | 0.282 | |
| GPT4TSPlugin=✗2026.03 | 0.226 | 0.276 | |
| UniTimePlugin=✗2026.03 | 0.228 | 0.275 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.276 | 0.336 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.307 | 0.367 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.309 | 0.292 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.598 | 0.544 |