Multivariate Time Series Forecasting on ETTm2 96
0.158MSECATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.158 | 0.248 | |
| ARMInput Length (LI)=7202024.03 | 0.163 | 0.254 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.166 | 0.256 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.167 | 0.26 | |
| CALFPlugin=✓2026.03 | 0.177 | 0.267 | |
| CALFPlugin=✗2026.03 | 0.182 | 0.272 | |
| UniTimePlugin=✓2026.03 | 0.183 | 0.267 | |
| GPT4TSPlugin=✓2026.03 | 0.184 | 0.274 | |
| GPT4TSPlugin=✗2026.03 | 0.19 | 0.281 | |
| UniTimePlugin=✗2026.03 | 0.191 | 0.278 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.203 | 0.287 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.255 | 0.339 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.266 | 0.328 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.365 | 0.453 |