Multivariate Time Series Forecasting on Electricity 720 (MSE, MAE)
0.174MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.174 | 0.273 | |
| ARMInput Length (LI)=7202024.03 | 0.179 | 0.275 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.197 | 0.29 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.203 | 0.301 | |
| CALFPlugin=✓2026.03 | 0.214 | 0.299 | |
| CALFPlugin=✗2026.03 | 0.218 | 0.307 | |
| TTM (2024)CoRA=true2026.03 | 0.219 | 0.309 | |
| TTM (2024)CoRA=false2026.03 | 0.224 | 0.316 | |
| UniTimePlugin=✓2026.03 | 0.233 | 0.325 | |
| GPT4TSPlugin=✓2026.03 | 0.241 | 0.34 | |
| UniTimePlugin=✗2026.03 | 0.242 | 0.337 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.246 | 0.355 | |
| GPT4TSPlugin=✗2026.03 | 0.248 | 0.349 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.254 | 0.361 | |
| Timer (2024)CoRA=true2026.03 | 0.316 | 0.359 | |
| Timer (2024)CoRA=false2026.03 | 0.32 | 0.368 | |
| Moment (2024)CoRA=true2026.03 | 0.348 | 0.364 | |
| Moment (2024)CoRA=false2026.03 | 0.36 | 0.372 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.373 | 0.439 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.647 | 0.975 |