Duration-Based Fine-Grained Prediction on PeMS-Bay
2.8MAESTRPatt
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| STRPattTh=18, Tp=182026.06 | 2.8 | 5.47 | 6.02 | |
| STRPattDh=6h, Dp=6h2026.06 | 3.08 | 6.18 | 8.81 | |
| STRPavgTh=18, Tp=182026.06 | 3.34 | 6.53 | 8.02 | |
| STRPavgDh=6h, Dp=6h2026.06 | 4.16 | 7.96 | 10.19 | |
| TimeMixerTh=18, Tp=182026.06 | 5.17 | 9.16 | 14.27 | |
| TimeMixerDh=6h, Dp=6h2026.06 | 5.18 | 9.18 | 14.32 | |
| STGODETh=18, Tp=182026.06 | 5.6 | 9.72 | 15.69 | |
| STGODEDh=6h, Dp=6h2026.06 | 5.62 | 9.74 | 15.74 | |
| MegaCRNTh=18, Tp=182026.06 | 5.75 | 9.68 | 15.3 | |
| MegaCRNDh=6h, Dp=6h2026.06 | 5.76 | 9.7 | 15.35 | |
| GWNetTh=18, Tp=182026.06 | 5.84 | 9.75 | 15.65 | |
| STAEf.Th=18, Tp=182026.06 | 5.84 | 9.86 | 15.59 | |
| GWNetDh=6h, Dp=6h2026.06 | 5.85 | 9.77 | 15.7 | |
| STAEf.Dh=6h, Dp=6h2026.06 | 5.85 | 9.88 | 15.65 | |
| MTGNNTh=18, Tp=182026.06 | 5.93 | 9.93 | 15.88 | |
| TrafformerTh=18, Tp=182026.06 | 5.93 | 9.91 | 16.15 | |
| MTGNNDh=6h, Dp=6h2026.06 | 5.94 | 9.95 | 15.93 | |
| Traff.Dh=6h, Dp=6h2026.06 | 5.94 | 9.89 | 16.21 | |
| STIDTh=18, Tp=182026.06 | 5.95 | 10.03 | 16.24 | |
| STIDDh=6h, Dp=6h2026.06 | 5.97 | 10.05 | 16.3 | |
| STGCNTh=18, Tp=182026.06 | 6.11 | 10.53 | 16.62 | |
| AGCRNTh=18, Tp=182026.06 | 6.11 | 10.25 | 16.79 | |
| STGCNDh=6h, Dp=6h2026.06 | 6.12 | 10.55 | 16.68 | |
| AGCRNDh=6h, Dp=6h2026.06 | 6.12 | 10.27 | 16.85 | |
| DCRNNTh=18, Tp=182026.06 | 6.19 | 10.5 | 16.62 | |
| DCRNNDh=6h, Dp=6h2026.06 | 6.21 | 10.52 | 16.68 | |
| STSGCNTh=18, Tp=182026.06 | 6.46 | 10.71 | 17.42 | |
| STSGCNDh=6h, Dp=6h2026.06 | 6.48 | 10.73 | 17.48 | |
| ASTGCNTh=18, Tp=182026.06 | 6.82 | 11.14 | 18.45 | |
| ASTGCNDh=6h, Dp=6h2026.06 | 6.84 | 11.16 | 18.52 |