Traffic Forecasting on PEMS-BAY 15min horizon 3
1.23MAEStemGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| StemGNN2022.11 | 1.23 | 2.48 | 2.63 | |
| MegaCRN2022.11 | 1.28 | 2.72 | 2.67 | |
| GW-Net2022.11 | 1.3 | 2.74 | 2.73 | |
| GWNet2023.08 | 1.3 | 2.73 | 2.71 | |
| DCRNN2023.08 | 1.31 | 2.76 | 2.73 | |
| STID2023.08 | 1.31 | 2.79 | 2.78 | |
| STAEformer2023.08 | 1.31 | 2.78 | 2.76 | |
| STAEformerParams=∼4.7M2026.05 | 1.31 | 2.78 | 2.76 | |
| MTGNN2022.11 | 1.32 | 2.79 | 2.77 | |
| PDFormer2023.08 | 1.32 | 2.83 | 2.78 | |
| MTGNN2023.08 | 1.33 | 2.8 | 2.81 | |
| STNorm2023.08 | 1.33 | 2.82 | 2.76 | |
| GTS2022.11 | 1.34 | 2.84 | 2.83 | |
| PM-MemNet2022.11 | 1.34 | 2.82 | 2.81 | |
| GMAN2022.11 | 1.35 | 2.9 | 2.87 | |
| AGCRN2023.08 | 1.35 | 2.88 | 2.91 | |
| GMAN2023.08 | 1.35 | 2.9 | 2.87 | |
| STGCN2022.11 | 1.36 | 2.96 | 2.9 | |
| STTN2022.11 | 1.36 | 2.87 | 2.89 | |
| AGCRN2022.11 | 1.36 | 2.88 | 2.93 | |
| STGCN2023.08 | 1.36 | 2.88 | 2.86 | |
| GTS2023.08 | 1.37 | 2.92 | 2.85 | |
| DCRNN2022.11 | 1.38 | 2.95 | 2.9 | |
| CCRNN2022.11 | 1.38 | 2.9 | 2.9 | |
| Spatiotemporal graph baselineParams=8,9082026.05 | 1.4 | 2.98 | 2.924 | |
| HilbNet, circulantParams=15,3662026.05 | 1.413 | 2.971 | 2.982 | |
| HilbNet, free O(T)Params=190,2682026.05 | 1.417 | 2.969 | 3.058 | |
| HilbNet, frozen identity (GCN)Params=5,7562026.05 | 1.439 | 3.077 | 2.985 | |
| MLP fiber baselineParams=5,2122026.05 | 1.459 | 3.145 | 3.026 | |
| FC-LSTMParams=∼150K2026.05 | 2.05 | 4.19 | 4.8 | |
| HA2022.11 | 2.88 | 5.59 | 6.8 | |
| HI2023.08 | 3.06 | 7.05 | 6.85 |