Multivariate Time Series Forecasting on Electricity 336 (MSE, MAE)
0.154MSEARM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ARMInput Length (LI)=7202024.03 | 0.154 | 0.251 | |
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.155 | 0.253 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.163 | 0.259 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.169 | 0.267 | |
| CALFPlugin=✓2026.03 | 0.169 | 0.263 | |
| CALFPlugin=✗2026.03 | 0.175 | 0.272 | |
| TTM (2024)CoRA=true2026.03 | 0.18 | 0.278 | |
| TTM (2024)CoRA=false2026.03 | 0.181 | 0.282 | |
| Timer (2024)CoRA=false2026.03 | 0.185 | 0.281 | |
| Timer (2024)CoRA=true2026.03 | 0.185 | 0.278 | |
| UniTimePlugin=✓2026.03 | 0.195 | 0.3 | |
| UniTimePlugin=✗2026.03 | 0.201 | 0.305 | |
| GPT4TSPlugin=✓2026.03 | 0.204 | 0.314 | |
| GPT4TSPlugin=✗2026.03 | 0.209 | 0.319 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.214 | 0.329 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.231 | 0.338 | |
| Moment (2024)CoRA=true2026.03 | 0.256 | 0.285 | |
| Moment (2024)CoRA=false2026.03 | 0.258 | 0.287 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.3 | 0.394 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.617 | 0.961 |