Traffic Forecasting on PEMS03 60 minutes (test)
25.09RMSEPatchSTG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PatchSTGNumber of Parameters=2,283K, variant=ablated2025.05 | 25.09 | 15.76 | 17.02 | |
| PatchSTGCategory=Transformers, Params #=2,283K2025.05 | 25.09 | 15.76 | 17.02 | |
| SimpleTMNumber of Parameters=540K2025.05 | 25.56 | 15.97 | 15.49 | |
| SimpleTMCategory=MLP-based models, Params #=540K2025.05 | 25.56 | 15.97 | 15.49 | |
| Mixed Graph Algorithm UnrollingNumber of Parameters=38K2025.05 | 26.96 | 16.58 | 18.07 | |
| Mixed Graph Algorithm Unrolling (Ours)Category=Mixed-graph unrolling, Params #=38K2025.05 | 26.96 | 16.58 | 18.07 | |
| PDFormerNumber of Parameters=531K2025.05 | 27.16 | 17.26 | 21.21 | |
| PDFormerCategory=Transformers, Params #=531K2025.05 | 27.16 | 17.26 | 21.21 | |
| GMANNumber of Parameters=210K2025.05 | 27.57 | 17.48 | 24.33 | |
| GMANCategory=GATs, Params #=210K2025.05 | 27.57 | 17.48 | 24.33 | |
| GraphWaveNetNumber of Parameters=277K2025.05 | 28.15 | 18.11 | 17.56 | |
| Graph WaveNetCategory=Adaptive-graph models, Params #=277K2025.05 | 28.15 | 18.11 | 17.56 | |
| ST-WaveNumber of Parameters=883K2025.05 | 28.65 | 16.81 | 19.24 | |
| ST-WaveCategory=GATs, Params #=883K2025.05 | 28.65 | 16.81 | 19.24 | |
| AGCRNNumber of Parameters=749K2025.05 | 29.9 | 16.76 | 15.32 | |
| AGCRNCategory=Adaptive-graph models, Params #=749K2025.05 | 29.9 | 16.76 | 15.32 | |
| VAR2025.05 | 30.54 | 18.31 | 19.61 | |
| VARCategory=Model-based, Params #=-2025.05 | 30.54 | 18.31 | 19.61 | |
| STSGCNNumber of Parameters=3,496K2025.05 | 30.62 | 19.35 | 19.15 | |
| STSGCNCategory=GNNs, Params #=3,496K2025.05 | 30.62 | 19.35 | 19.15 | |
| STIDNumber of Parameters=123K2025.05 | 31.88 | 20.82 | 24.89 | |
| STIDCategory=MLP-based models, Params #=123K2025.05 | 31.88 | 20.82 | 24.89 | |
| STGCNNumber of Parameters=321K, prediction_mode=recursive2025.05 | 37.31 | 24.29 | 23 | |
| STGCNCategory=GNNs, Params #=321K2025.05 | 37.31 | 24.29 | 23 | |
| STAEformerNumber of Parameters=1,404K2025.05 | 38.36 | 23.68 | 29.21 | |
| STAEformerCategory=Transformers, Params #=1,404K2025.05 | 38.36 | 23.68 | 29.21 |