Traffic flow forecasting on PeMS04
30.53RMSELSTAN-GERPE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LSTAN-GERPE2025.05 | 30.53 | 18.65 | 12.85 | — | — | |
| STA-GCNT2025.05 | 30.58 | 19.37 | 12.69 | — | — | |
| LLGFormer2025.05 | 30.59 | 19.12 | 12.88 | — | — | |
| TMGCN2025.05 | 30.79 | 19.33 | 13.06 | — | — | |
| FASTMethod Category=Ours2026.04 | 30.94 | 19 | 13.44 | — | — | |
| MTGNN2025.05 | 30.97 | 18.87 | 13.45 | — | — | |
| ST-WAMethod Category=Attention-Based2026.04 | 31.03 | 19.07 | 12.53 | — | — | |
| STGNCDEMethod Category=Graph Neural Network-Based2026.04 | 31.07 | 19.22 | 12.78 | — | — | |
| Traffic-Transformer2025.05 | 31.34 | 18.92 | 12.71 | — | — | |
| WOAAGCRTN2025.05 | 31.37 | 19.13 | 12.77 | — | — | |
| GMANMethod Category=Attention-Based2026.04 | 31.62 | 19.12 | 13.18 | — | — | |
| STESHTN2025.05 | 31.64 | 19.61 | 12.91 | — | — | |
| GWNETMethod Category=Graph Neural Network-Based2026.04 | 31.73 | 19.37 | 13.29 | — | — | |
| STFAN2025.05 | 31.86 | 19.79 | 12.7 | — | — | |
| STGODE2021.06 | 32.82 | 20.84 | 13.77 | — | — | |
| STGODE2025.05 | 32.82 | 20.84 | 13.78 | — | — | |
| MCST-MambaMethod Category=Mamba-Based2026.04 | 33.23 | 20.13 | 13 | — | — | |
| STSGCN2021.06 | 33.65 | 21.19 | 13.9 | — | — | |
| STSGCN2025.05 | 33.65 | 21.19 | 13.89 | — | — | |
| PatchTSTMethod Category=Time Series Forecasting2026.04 | 33.7 | 22.29 | 16.34 | — | — | |
| TSMambaMethod Category=Mamba-Based2026.04 | 34.03 | 19.08 | 12.88 | — | — | |
| STGCN2025.05 | 34.16 | 21.46 | 13.89 | — | — | |
| STGCNMethod Category=Graph Neural Network-Based2026.04 | 34.76 | 21.77 | 13.88 | — | — | |
| DCRNN2025.05 | 35.01 | 21.92 | 14.46 | — | — | |
| ASTGCN(r)2021.06 | 35.22 | 22.94 | 16.43 | — | — | |
| iTransformerMethod Category=Time Series Forecasting2026.04 | 35.22 | 22.56 | 16.16 | — | — | |
| STGCN2021.06 | 36.01 | 22.66 | 14.34 | — | — | |
| DCRNNMethod Category=Graph Neural Network-Based2026.04 | 36.56 | 22.73 | 14.76 | — | — | |
| VAR2025.05 | 36.66 | 23.75 | 18.09 | — | — | |
| DCRNN2021.06 | 37.65 | 24.63 | 17.01 | — | — | |
| Graph WaveNet2021.06 | 39.66 | 24.89 | 17.29 | — | — | |
| ARIMA2021.06 | 48.8 | 33.73 | 24.18 | — | — | |
| ASTGNN2023.01 | — | — | — | 208.724 | 52.016 | |
| GMAN2023.01 | — | — | — | 501.578 | 38.844 | |
| PDFormer2023.01 | — | — | — | 133.871 | 8.12 | |
| STTN2023.01 | — | — | — | 100.398 | 12.596 | |
| TFormer2023.01 | — | — | — | 71.099 | 7.156 |