Multivariate Time Series Forecasting on PeMS-Bay Horizon 12
1.62MAEMP-SSM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MP-SSMHorizon=12, Model Category=Ours2025.05 | 1.62 | 4.22 | 4.05 | |
| STD-MAEHorizon=12, Model Category=Temporal GNNs2025.05 | 1.77 | 4.2 | 4.17 | |
| STEPHorizon=12, Model Category=Temporal GNNs2025.05 | 1.79 | 4.2 | 4.18 | |
| RGDANHorizon=12, Model Category=Temporal GNNs2025.05 | 1.82 | 4.2 | 4.28 | |
| GMANHorizon=12, Model Category=Temporal GNNs2025.05 | 1.86 | 4.32 | 4.37 | |
| STAEformerHorizon=12, Model Category=Temporal GNNs2025.05 | 1.88 | 4.34 | 4.41 | |
| AdpSTGCNHorizon=12, Model Category=Temporal GNNs2025.05 | 1.92 | 4.49 | 4.62 | |
| MTGNNHorizon=12, Model Category=Temporal GNNs2025.05 | 1.94 | 4.49 | 4.53 | |
| Graph WaveNetHorizon=12, Model Category=Temporal GNNs2025.05 | 1.95 | 4.52 | 4.63 | |
| GTSHorizon=12, Model Category=Temporal GNNs2025.05 | 1.95 | 4.43 | 4.58 | |
| GraphSSM-S4Horizon=12, Model Category=Temporal Graph SSMs2025.05 | 1.98 | 4.45 | 4.77 | |
| DCRNNHorizon=12, Model Category=Temporal GNNs2025.05 | 2.07 | 4.74 | 4.9 | |
| STSGCNHorizon=12, Model Category=Temporal GNNs2025.05 | 2.26 | 5.21 | 5.4 | |
| GGRNNHorizon=12, Model Category=Temporal Graph SSMs2025.05 | 2.34 | 5.14 | 5.21 | |
| FC-LSTMHorizon=12, Model Category=Graph Agnostic2025.05 | 2.37 | 4.96 | 5.7 | |
| STGCNHorizon=12, Model Category=Temporal GNNs2025.05 | 2.49 | 5.69 | 5.79 | |
| ASTGCNHorizon=12, Model Category=Temporal GNNs2025.05 | 2.61 | 5.42 | 6 | |
| VARHorizon=12, Model Category=Graph Agnostic2025.05 | 2.93 | 5.44 | 6.5 | |
| SVRHorizon=12, Model Category=Graph Agnostic2025.05 | 3.28 | 7.08 | 8 | |
| HAHorizon=12, Model Category=Graph Agnostic2025.05 | 3.31 | 7.54 | 7.65 |