Short-term Forecasting on PEMS04 (test)
0.087MSEGTR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GTRLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.087 | 0.189 | |
| TQNetLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.091 | 0.197 | |
| SOFTSLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.102 | 0.208 | |
| S-MambaLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.103 | 0.211 | |
| RAFTLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.104 | 0.21 | |
| TimeXerLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.105 | 0.209 | |
| iTransformerLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.111 | 0.221 | |
| CycleNetLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.119 | 0.232 | |
| TimeMixerLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.156 | 0.282 | |
| PatchTSTLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.195 | 0.307 | |
| DLinearLook-back length=96, Forecasting horizons=S ∈ {12, 24, 48, 96} (averaged)2026.02 | 0.295 | 0.388 |