Multivariate Time Series Forecasting on Weather 96
0.138MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.138 | 0.191 | |
| ARMInput Length (LI)=7202024.03 | 0.144 | 0.193 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.149 | 0.198 | |
| CALFPlugin=✓2026.03 | 0.161 | 0.211 | |
| CALFPlugin=✗2026.03 | 0.164 | 0.217 | |
| UniTimePlugin=✓2026.03 | 0.175 | 0.229 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.176 | 0.237 | |
| GPT4TSPlugin=✓2026.03 | 0.181 | 0.237 | |
| UniTimePlugin=✗2026.03 | 0.184 | 0.24 | |
| GPT4TSPlugin=✗2026.03 | 0.189 | 0.244 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.217 | 0.296 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.259 | 0.254 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.266 | 0.336 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.3 | 0.384 |