Multivariate Time Series Forecasting on Electricity 96 (MSE, MAE)
0.125MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.125 | 0.223 | |
| ARMInput Length (LI)=7202024.03 | 0.125 | 0.222 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.129 | 0.222 | |
| Timer (2024)CoRA=true2026.03 | 0.137 | 0.231 | |
| CALFPlugin=✓2026.03 | 0.139 | 0.236 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.14 | 0.237 | |
| Timer (2024)CoRA=false2026.03 | 0.14 | 0.236 | |
| CALFPlugin=✗2026.03 | 0.142 | 0.241 | |
| TTM (2024)CoRA=true2026.03 | 0.143 | 0.24 | |
| TTM (2024)CoRA=false2026.03 | 0.146 | 0.246 | |
| Moment (2024)CoRA=true2026.03 | 0.158 | 0.235 | |
| Moment (2024)CoRA=false2026.03 | 0.159 | 0.242 | |
| UniTimePlugin=✓2026.03 | 0.168 | 0.277 | |
| GPT4TSPlugin=✓2026.03 | 0.173 | 0.288 | |
| UniTimePlugin=✗2026.03 | 0.174 | 0.283 | |
| GPT4TSPlugin=✗2026.03 | 0.18 | 0.295 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.193 | 0.308 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.201 | 0.317 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.274 | 0.368 | |
| RepeatStrategy=Last-value repeat2024.03 | 1.588 | 0.946 |