Spatiotemporal forecasting on PEMS-BAY (test)
1.16MAE (Horizon 3)T-Graphormer
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| T-Graphormer2025.01 | 1.16 | 2.1 | 2.38 | 1.38 | 2.64 | 2.97 | 1.63 | 3.2 | 3.65 | |
| STEP2025.01 | 1.26 | 2.73 | 2.59 | 1.55 | 3.58 | 3.43 | 1.79 | 4.2 | 4.18 | |
| Graph WaveNet2025.01 | 1.3 | 2.74 | 2.73 | 1.63 | 3.7 | 3.67 | 1.95 | 4.54 | 4.63 | |
| STAEformer2025.01 | 1.31 | 2.78 | 2.76 | 1.62 | 3.68 | 3.62 | 1.88 | 4.34 | 4.41 | |
| PDFormer2025.01 | 1.32 | 2.83 | 2.78 | 1.64 | 3.79 | 3.71 | 1.91 | 4.43 | 4.51 | |
| GMAN2025.01 | 1.34 | 2.91 | 2.86 | 1.63 | 3.76 | 3.68 | 1.86 | 4.32 | 4.37 | |
| STGCN2025.01 | 1.36 | 2.96 | 2.9 | 1.81 | 4.27 | 4.17 | 2.49 | 5.69 | 5.79 | |
| DCRNN2025.01 | 1.38 | 2.95 | 2.9 | 1.74 | 3.97 | 3.9 | 2.07 | 4.74 | 4.9 | |
| ASTGCN2025.01 | 1.52 | 3.13 | 3.22 | 2.01 | 4.27 | 4.48 | 2.61 | 5.42 | 6 | |
| VAR2025.01 | 1.74 | 3.16 | 3.6 | 2.32 | 4.25 | 5 | 2.93 | 5.44 | 6.5 | |
| FC-LSTM2025.01 | 2.05 | 4.19 | 4.8 | 2.2 | 4.55 | 5.2 | 2.37 | 4.96 | 5.7 |