Traffic Forecasting on METR-LA Horizon 12
3.17MAEMP-SSM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MP-SSMHorizon=12, Model Category=Ours2025.05 | 3.17 | 6.86 | 9.21 | |
| RGDANHorizon=12, Model Category=Temporal GNNs2025.05 | 3.26 | 7.02 | 9.73 | |
| STAEformerParams=∼4.7M2026.05 | 3.34 | 7.02 | 9.7 | |
| STAEformerHorizon=12, Model Category=Temporal GNNs2025.05 | 3.34 | 7.02 | 9.7 | |
| STEPHorizon=12, Model Category=Temporal GNNs2025.05 | 3.37 | 6.99 | 9.61 | |
| AdpSTGCNHorizon=12, Model Category=Temporal GNNs2025.05 | 3.4 | 7.21 | 9.45 | |
| STD-MAEHorizon=12, Model Category=Temporal GNNs2025.05 | 3.4 | 7.07 | 9.59 | |
| GMANHorizon=12, Model Category=Temporal GNNs2025.05 | 3.44 | 7.35 | 10.07 | |
| GTSHorizon=12, Model Category=Temporal GNNs2025.05 | 3.46 | 7.31 | 9.98 | |
| MTGNNHorizon=12, Model Category=Temporal GNNs2025.05 | 3.49 | 7.23 | 9.87 | |
| Graph WaveNetHorizon=12, Model Category=Temporal GNNs2025.05 | 3.53 | 7.37 | 10.01 | |
| DCRNNHorizon=12, Model Category=Temporal GNNs2025.05 | 3.6 | 7.6 | 10.5 | |
| GraphSSM-S4Horizon=12, Model Category=Temporal Graph SSMs2025.05 | 3.74 | 7.9 | 10.37 | |
| GGRNNHorizon=12, Model Category=Temporal Graph SSMs2025.05 | 3.88 | 8.14 | 10.59 | |
| HilbNet, free O(T)Params=119,0362026.05 | 3.938 | 8.042 | 11.642 | |
| HilbNet, circulantParams=11,6562026.05 | 4.059 | 8.149 | 12.471 | |
| FC-LSTMParams=∼150K2026.05 | 4.37 | 8.69 | 13.2 | |
| FC-LSTMHorizon=12, Model Category=Graph Agnostic2025.05 | 4.37 | 8.69 | 14 | |
| STGCNHorizon=12, Model Category=Temporal GNNs2025.05 | 4.59 | 9.4 | 12.7 | |
| HilbNet, frozen identity (GCN)Params=5,7562026.05 | 4.608 | 8.991 | 14.166 | |
| MLP fiber baselineParams=5,2122026.05 | 4.69 | 9.184 | 14.341 | |
| STSGCNHorizon=12, Model Category=Temporal GNNs2025.05 | 5.06 | 11.66 | 12.91 | |
| Spatiotemporal graph baselineParams=8,9082026.05 | 5.277 | 10.102 | 16.006 | |
| ASTGCNHorizon=12, Model Category=Temporal GNNs2025.05 | 6.51 | 12.52 | 11.64 | |
| VARHorizon=12, Model Category=Graph Agnostic2025.05 | 6.52 | 10.11 | 15.8 | |
| SVRHorizon=12, Model Category=Graph Agnostic2025.05 | 6.72 | 13.76 | 16.7 | |
| HAHorizon=12, Model Category=Graph Agnostic2025.05 | 6.99 | 13.89 | 17.54 |