Long-term Time Series Forecasting on Solar (MSE, MAE)
0.153MSEPESD-TSF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PESD-TSFPrediction Length (O)=962026.05 | 0.153 | 0.193 | |
| ReNFAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.176 | 0.214 | |
| PESD-TSFPrediction Length (L)=AVG2026.05 | 0.182 | 0.218 | |
| PESD-TSFPrediction Length (O)=1922026.05 | 0.182 | 0.216 | |
| PESD-TSFPrediction Length (O)=AVG2026.05 | 0.182 | 0.218 | |
| TimeBridgeAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.183 | 0.219 | |
| TimeDistillAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.184 | 0.242 | |
| TIMEBASEPrediction Length (O)=962026.05 | 0.192 | 0.239 | |
| TimeMixerAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.193 | 0.252 | |
| PESD-TSFPrediction Length (O)=3362026.05 | 0.194 | 0.227 | |
| DUETAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.195 | 0.214 | |
| Timer-XLAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.198 | 0.249 | |
| PatchTSTAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.2 | 0.284 | |
| DLINEARPrediction Length (O)=962026.05 | 0.2 | 0.234 | |
| PESD-TSFPrediction Length (O)=7202026.05 | 0.201 | 0.236 | |
| iTransformerAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.202 | 0.262 | |
| CrossformerAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.205 | 0.233 | |
| SPARSETSFPrediction Length (O)=962026.05 | 0.205 | 0.241 | |
| PATCHTSTPrediction Length (O)=962026.05 | 0.205 | 0.239 | |
| FITSPrediction Length (O)=1922026.05 | 0.207 | 0.256 | |
| iTRANS*Prediction Length (O)=1922026.05 | 0.208 | 0.257 | |
| TIMEBASEPrediction Length (O)=1922026.05 | 0.213 | 0.252 | |
| SPARSETSFPrediction Length (O)=3362026.05 | 0.213 | 0.276 | |
| STAIRInput length=96, Prediction lengths={96, 192, 336, 720}2026.05 | 0.215 | 0.269 | |
| SPARSETSFPrediction Length (O)=1922026.05 | 0.215 | 0.265 | |
| TimeMixerInput length=96, Prediction lengths={96, 192, 336, 720}2026.05 | 0.216 | 0.28 | |
| TimeBasePrediction Length (L)=AVG2026.05 | 0.216 | 0.254 | |
| SparseTSFPrediction Length (L)=AVG2026.05 | 0.216 | 0.264 | |
| TIMEBASEPrediction Length (O)=AVG2026.05 | 0.216 | 0.254 | |
| SPARSETSFPrediction Length (O)=AVG2026.05 | 0.216 | 0.264 | |
| iTRANS*Prediction Length (O)=962026.05 | 0.217 | 0.255 | |
| FITSPrediction Length (O)=962026.05 | 0.218 | 0.257 | |
| TIMEBASEPrediction Length (O)=3362026.05 | 0.222 | 0.261 | |
| DLinearAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.224 | 0.286 | |
| PATCHTSTPrediction Length (O)=3362026.05 | 0.225 | 0.29 | |
| DMSCPrediction Length=720, Look-back Length=962025.08 | 0.226 | 0.271 | |
| DLinearPrediction Length (L)=AVG2026.05 | 0.227 | 0.276 | |
| PatchTSTPrediction Length (L)=AVG2026.05 | 0.227 | 0.275 | |
| DLINEARPrediction Length (O)=AVG2026.05 | 0.227 | 0.276 | |
| PATCHTSTPrediction Length (O)=1922026.05 | 0.227 | 0.28 | |
| PATCHTSTPrediction Length (O)=AVG2026.05 | 0.227 | 0.275 | |
| FITSPrediction Length (L)=AVG2026.05 | 0.229 | 0.279 | |
| FITSPrediction Length (O)=3362026.05 | 0.229 | 0.295 | |
| FITSPrediction Length (O)=AVG2026.05 | 0.229 | 0.279 | |
| DLINEARPrediction Length (O)=3362026.05 | 0.231 | 0.298 | |
| SPARSETSFPrediction Length (O)=7202026.05 | 0.232 | 0.272 | |
| TIMEMIXERPrediction Length (O)=962026.05 | 0.232 | 0.271 | |
| iTransformerInput length=96, Prediction lengths={96, 192, 336, 720}2026.05 | 0.233 | 0.262 | |
| iTrans*Prediction Length (L)=AVG2026.05 | 0.233 | 0.285 | |
| iTRANS*Prediction Length (O)=AVG2026.05 | 0.233 | 0.285 | |
| TIMEMIXERPrediction Length (O)=3362026.05 | 0.234 | 0.301 | |
| TIMEBASEPrediction Length (O)=7202026.05 | 0.235 | 0.264 | |
| DLINEARPrediction Length (O)=7202026.05 | 0.237 | 0.277 | |
| TIMEMIXERPrediction Length (O)=1922026.05 | 0.238 | 0.293 | |
| iTRANS*Prediction Length (O)=3362026.05 | 0.238 | 0.309 | |
| DLINEARPrediction Length (O)=1922026.05 | 0.239 | 0.294 | |
| TimeMixerPrediction Length (L)=AVG2026.05 | 0.244 | 0.296 | |
| TIMEMIXERPrediction Length (O)=AVG2026.05 | 0.244 | 0.296 | |
| PATCHTSTPrediction Length (O)=7202026.05 | 0.249 | 0.291 | |
| FITSPrediction Length (O)=7202026.05 | 0.261 | 0.307 | |
| PatchTSTInput length=96, Prediction lengths={96, 192, 336, 720}2026.05 | 0.27 | 0.307 | |
| iTRANS*Prediction Length (O)=7202026.05 | 0.27 | 0.319 | |
| TIMEMIXERPrediction Length (O)=7202026.05 | 0.273 | 0.319 | |
| TimesNetInput length=96, Prediction lengths={96, 192, 336, 720}2026.05 | 0.301 | 0.319 | |
| DLinearInput length=96, Prediction lengths={96, 192, 336, 720}2026.05 | 0.33 | 0.401 | |
| PatchMLPPrediction Length=720, Look-back Length=962025.08 | 0.336 | 0.321 | |
| TiDEInput length=96, Prediction lengths={96, 192, 336, 720}2026.05 | 0.347 | 0.417 | |
| AMDPrediction Length=720, Look-back Length=962025.08 | 0.393 | 0.349 | |
| CrossformerInput length=96, Prediction lengths={96, 192, 336, 720}2026.05 | 0.641 | 0.639 |