Long-term Time Series Forecasting on Electricity (MSE, MAE)
0.138MSEDMSC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DMSCPrediction Length=96, Look-back Length=962025.08 | 0.138 | 0.223 | |
| CVAformerForecasting Horizon=96, Input Sequence Length=962026.06 | 0.14 | 0.231 | |
| NESTInput length=96, Prediction horizon=962026.05 | 0.141 | 0.235 | |
| ReNFAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.145 | 0.237 | |
| iTransformerInput length=96, Prediction horizon=962026.05 | 0.148 | 0.24 | |
| TIMEBRIDGEL=AVG2026.05 | 0.149 | 0.245 | |
| PESD-TSFL=AVG2026.05 | 0.15 | 0.244 | |
| TimeBridgeAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.152 | 0.247 | |
| TimeMixerInput length=96, Prediction horizon=962026.05 | 0.153 | 0.247 | |
| Timer-XLAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.155 | 0.246 | |
| DUETAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.157 | 0.248 | |
| TimeDistillAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.157 | 0.254 | |
| PATCHTSTL=AVG2026.05 | 0.159 | 0.253 | |
| DEFORM**L=AVG2026.05 | 0.161 | 0.261 | |
| iTransformerAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.163 | 0.258 | |
| ITRANS*L=AVG2026.05 | 0.164 | 0.261 | |
| DLinearAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.167 | 0.264 | |
| TIMEBASEL=AVG2026.05 | 0.167 | 0.258 | |
| SPARSETSFL=AVG2026.05 | 0.168 | 0.264 | |
| PatchTSTAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.171 | 0.271 | |
| CrossformerAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.171 | 0.263 | |
| iTransformerForecasting Horizon=Avg., Input Sequence Length=962026.06 | 0.178 | 0.27 | |
| TimeMixerAveraged prediction lengths={96, 192, 336, 720}2025.09 | 0.185 | 0.284 | |
| TIMEMIXERL=AVG2026.05 | 0.185 | 0.284 | |
| PatchTSTInput length=96, Prediction horizon=962026.05 | 0.19 | 0.296 | |
| DMSCPrediction Length=720, Look-back Length=962025.08 | 0.213 | 0.299 | |
| AMDPrediction Length=720, Look-back Length=962025.08 | 0.246 | 0.321 |