Traffic Forecasting on PEMS-BAY 60min horizon 12
1.88MAEMegaCRN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MegaCRN2022.11 | 1.88 | 4.42 | 4.41 | |
| STAEformer2023.08 | 1.88 | 4.34 | 4.41 | |
| STAEformerParams=∼4.7M2026.05 | 1.88 | 4.34 | 4.41 | |
| PDFormer2023.08 | 1.91 | 4.43 | 4.51 | |
| STID2023.08 | 1.91 | 4.42 | 4.55 | |
| GMAN2022.11 | 1.92 | 4.49 | 4.52 | |
| STNorm2023.08 | 1.92 | 4.45 | 4.46 | |
| GMAN2023.08 | 1.92 | 4.49 | 4.52 | |
| MTGNN2022.11 | 1.94 | 4.49 | 4.53 | |
| AGCRN2023.08 | 1.94 | 4.5 | 4.55 | |
| GW-Net2022.11 | 1.95 | 4.52 | 4.63 | |
| STTN2022.11 | 1.95 | 4.5 | 4.58 | |
| PM-MemNet2022.11 | 1.95 | 4.49 | 4.54 | |
| MTGNN2023.08 | 1.95 | 4.5 | 4.62 | |
| DCRNN2023.08 | 1.97 | 4.6 | 4.68 | |
| AGCRN2022.11 | 1.98 | 4.59 | 4.63 | |
| GTS2022.11 | 1.98 | 4.56 | 4.59 | |
| GWNet2023.08 | 1.99 | 4.6 | 4.71 | |
| STGCN2023.08 | 2.02 | 4.63 | 4.72 | |
| GTS2023.08 | 2.06 | 4.6 | 4.88 | |
| DCRNN2022.11 | 2.07 | 4.74 | 4.9 | |
| CCRNN2022.11 | 2.07 | 4.65 | 4.87 | |
| HilbNet, free O(T)Params=190,2682026.05 | 2.181 | 4.873 | 5.214 | |
| HilbNet, circulantParams=15,3662026.05 | 2.211 | 4.866 | 5.386 | |
| FC-LSTMParams=∼150K2026.05 | 2.37 | 4.96 | 5.7 | |
| Spatiotemporal graph baselineParams=8,9082026.05 | 2.388 | 5.395 | 5.924 | |
| HilbNet, frozen identity (GCN)Params=5,7562026.05 | 2.446 | 5.495 | 6.02 | |
| STGCN2022.11 | 2.49 | 5.69 | 5.79 | |
| MLP fiber baselineParams=5,2122026.05 | 2.513 | 5.658 | 6.209 | |
| HA2022.11 | 2.88 | 5.59 | 6.8 | |
| HI2023.08 | 3.05 | 7.03 | 6.83 |