Short-term Forecasting on PEMS08 (test)
0.138MSESOFTS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SOFTSLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.138 | 0.22 | |
| GTRLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.142 | 0.222 | |
| TQNetLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.142 | 0.23 | |
| S-MambaLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.148 | 0.224 | |
| CycleNetLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.15 | 0.246 | |
| iTransformerLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.15 | 0.226 | |
| RAFTLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.151 | 0.234 | |
| TimeXerLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.175 | 0.25 | |
| TimeMixerLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.253 | 0.336 | |
| PatchTSTLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.28 | 0.321 | |
| DLinearLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.379 | 0.416 |