Multivariate Time Series Forecasting on Electricity 192
0.142MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.142 | 0.241 | |
| ARMInput Length (LI)=7202024.03 | 0.142 | 0.239 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.147 | 0.24 | |
| CALFPlugin=✓2026.03 | 0.152 | 0.248 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.153 | 0.249 | |
| CALFPlugin=✗2026.03 | 0.158 | 0.254 | |
| Timer (2024)CoRA=false2026.03 | 0.163 | 0.257 | |
| Timer (2024)CoRA=true2026.03 | 0.163 | 0.253 | |
| TTM (2024)CoRA=true2026.03 | 0.165 | 0.264 | |
| TTM (2024)CoRA=false2026.03 | 0.166 | 0.265 | |
| UniTimePlugin=✓2026.03 | 0.181 | 0.285 | |
| Moment (2024)CoRA=true2026.03 | 0.183 | 0.256 | |
| GPT4TSPlugin=✓2026.03 | 0.186 | 0.302 | |
| UniTimePlugin=✗2026.03 | 0.186 | 0.292 | |
| Moment (2024)CoRA=false2026.03 | 0.187 | 0.265 | |
| GPT4TSPlugin=✗2026.03 | 0.194 | 0.308 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.201 | 0.315 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.222 | 0.334 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.296 | 0.386 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.595 | 0.95 |