Long-term forecasting on Solar (test)
0.192MSETimeMixer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeMixerhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.192 | 0.244 | |
| TimeAlign2025.09 | 0.192 | 0.214 | |
| TimeMixer2025.09 | 0.193 | 0.264 | |
| xPatchhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.194 | 0.214 | |
| PatchTST2025.09 | 0.194 | 0.245 | |
| iTransformerhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.197 | 0.262 | |
| CARDhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.198 | 0.225 | |
| iTransformer2025.09 | 0.202 | 0.248 | |
| Crossformer2025.09 | 0.205 | 0.232 | |
| CMoS2025.09 | 0.21 | 0.257 | |
| MICNhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.213 | 0.266 | |
| Leddam2025.09 | 0.223 | 0.264 | |
| DLinear2025.09 | 0.224 | 0.226 | |
| TVNet2025.09 | 0.228 | 0.277 | |
| ModernTCN2025.09 | 0.228 | 0.281 | |
| RLinearhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.235 | 0.266 | |
| TimeBase2025.09 | 0.236 | 0.27 | |
| TimesNethyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.244 | 0.334 | |
| TimesNet2025.09 | 0.244 | 0.334 | |
| PatchTSThyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.256 | 0.298 | |
| DLinearhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.329 | 0.4 | |
| ETSformerhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.603 | 0.615 |