Time Series Forecasting on Electricity (MSE, MAE, RMSE)
0.129MSEPowerformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PowerformerPrediction Length=962025.02 | 0.129 | 0.223 | — | |
| PatchTSTPrediction Length=962025.02 | 0.129 | 0.222 | — | |
| iTransformerPrediction Length=962025.02 | 0.131 | 0.226 | — | |
| One-Fits-AllPrediction Length=962025.02 | 0.139 | 0.238 | — | |
| PowerformerPrediction Length=1922025.02 | 0.145 | 0.24 | — | |
| PatchTSTPrediction Length=1922025.02 | 0.147 | 0.24 | — | |
| iTransformerPrediction Length=1922025.02 | 0.152 | 0.247 | — | |
| UEC-STDHorizon=96, Backbone=TimeBridge, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.152 | 0.259 | — | |
| TimeBridgeHorizon=96, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.152 | 0.259 | — | |
| One-Fits-AllPrediction Length=1922025.02 | 0.153 | 0.251 | — | |
| PowerformerPrediction Length=3362025.02 | 0.162 | 0.257 | — | |
| PatchTSTPrediction Length=3362025.02 | 0.163 | 0.259 | — | |
| UEC-STDHorizon=192, Backbone=TimeBridge, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.164 | 0.27 | — | |
| TimeBridgeHorizon=192, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.164 | 0.27 | — | |
| iTransformerPrediction Length=3362025.02 | 0.168 | 0.263 | — | |
| One-Fits-AllPrediction Length=3362025.02 | 0.169 | 0.266 | — | |
| UEC-STDHorizon=Avg, Backbone=TimeBridge, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.175 | 0.28 | — | |
| TimeBridgeHorizon=Avg, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.175 | 0.281 | — | |
| iTransformerPrediction Length (H)=1922026.02 | 0.1751 | 0.263 | 0.4184 | |
| UEC-STDHorizon=336, Backbone=TimeBridge, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.177 | 0.283 | — | |
| TimeBridgeHorizon=336, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.177 | 0.283 | — | |
| FEDformerPrediction Length=962025.02 | 0.186 | 0.302 | — | |
| ETSformerPrediction Length=962025.02 | 0.187 | 0.304 | — | |
| PatchTSTPrediction Length (H)=1922026.02 | 0.1873 | 0.279 | 0.4328 | |
| iTransformerPrediction Length=7202025.02 | 0.191 | 0.284 | — | |
| FEDformerPrediction Length=1922025.02 | 0.197 | 0.311 | — | |
| PatchTSTPrediction Length=7202025.02 | 0.197 | 0.29 | — | |
| PowerformerPrediction Length=7202025.02 | 0.198 | 0.289 | — | |
| ETSformerPrediction Length=1922025.02 | 0.199 | 0.315 | — | |
| One-Fits-AllPrediction Length=7202025.02 | 0.206 | 0.297 | — | |
| UEC-STDHorizon=720, Backbone=TimeBridge, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.206 | 0.306 | — | |
| FEDformerPrediction Length (H)=1922026.02 | 0.2068 | 0.3202 | 0.4547 | |
| TimeBridgeHorizon=720, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.207 | 0.308 | — | |
| DLinearPrediction Length (H)=1922026.02 | 0.2102 | 0.3048 | 0.4585 | |
| ETSformerPrediction Length=3362025.02 | 0.212 | 0.329 | — | |
| FEDformerPrediction Length=3362025.02 | 0.213 | 0.328 | — | |
| AutoformerPrediction Length (H)=1922026.02 | 0.2309 | 0.3384 | 0.4805 | |
| FEDformerPrediction Length=7202025.02 | 0.233 | 0.344 | — | |
| ETSformerPrediction Length=7202025.02 | 0.233 | 0.345 | — | |
| FreqLensPrediction Length (H)=1922026.02 | 0.8467 | 0.5998 | 0.9201 |