Short-term Forecasting on PEMS07 (test)
0.075MSETQNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TQNetLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.075 | 0.171 | |
| GTRLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.076 | 0.169 | |
| TimeXerLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.085 | 0.182 | |
| SOFTSLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.086 | 0.184 | |
| S-MambaLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.089 | 0.188 | |
| RAFTLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.094 | 0.193 | |
| iTransformerLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.101 | 0.204 | |
| CycleNetLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.113 | 0.214 | |
| PathformerPrediction Length=962024.02 | 0.135 | 0.243 | |
| TimeMixerLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.143 | 0.259 | |
| PatchTSTPrediction Length=962024.02 | 0.146 | 0.259 | |
| ScaleformerPrediction Length=962024.02 | 0.152 | 0.268 | |
| PathformerPrediction Length=1922024.02 | 0.177 | 0.271 | |
| PatchTSTPrediction Length=1922024.02 | 0.185 | 0.286 | |
| PathformerPrediction Length=3362024.02 | 0.188 | 0.278 | |
| ScaleformerPrediction Length=1922024.02 | 0.195 | 0.302 | |
| PatchTSTPrediction Length=3362024.02 | 0.205 | 0.289 | |
| PathformerPrediction Length=7202024.02 | 0.208 | 0.296 | |
| PatchTSTLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.211 | 0.303 | |
| PatchTSTPrediction Length=7202024.02 | 0.235 | 0.325 | |
| ScaleformerPrediction Length=3362024.02 | 0.276 | 0.394 | |
| ScaleformerPrediction Length=7202024.02 | 0.305 | 0.41 | |
| DLinearLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.329 | 0.396 | |
| DLinearPrediction Length=3362024.02 | 0.475 | 0.482 | |
| DLinearPrediction Length=7202024.02 | 0.543 | 0.523 | |
| DLinearPrediction Length=962024.02 | 0.564 | 0.536 | |
| DLinearPrediction Length=1922024.02 | 0.596 | 0.555 |