Traffic flow forecasting on PeMS07
8.63MAPEFAST
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FASTMethod Category=Ours2026.04 | 8.63 | 33.58 | 20.5 | |
| ST-WAMethod Category=Attention-Based2026.04 | 8.75 | 34.07 | 20.73 | |
| MCST-MambaMethod Category=Mamba-Based2026.04 | 8.8 | 33.75 | 21.02 | |
| STGNCDEMethod Category=Graph Neural Network-Based2026.04 | 8.87 | 34.02 | 20.6 | |
| TSMambaMethod Category=Mamba-Based2026.04 | 8.89 | 33.7 | 20.67 | |
| GMANMethod Category=Attention-Based2026.04 | 9.06 | 34.09 | 20.96 | |
| GWNETMethod Category=Graph Neural Network-Based2026.04 | 9.1 | 34.11 | 21.24 | |
| MTGODE2026.03 | 9.3 | — | — | |
| STGODE2021.06 | 10.14 | 37.54 | 22.99 | |
| STSGCN2021.06 | 10.21 | 39.03 | 24.26 | |
| PDEDER2026.03 | 10.5 | — | — | |
| ASTGCN(r)2021.06 | 10.73 | 37.87 | 24.01 | |
| STGODE2026.03 | 11 | — | — | |
| iTransformerMethod Category=Time Series Forecasting2026.04 | 11.11 | 37.82 | 24.6 | |
| STGCN2021.06 | 11.21 | 39.34 | 25.33 | |
| DCRNN2021.06 | 11.82 | 38.61 | 25.22 | |
| Graph WaveNet2021.06 | 11.97 | 41.5 | 26.39 | |
| STGCNMethod Category=Graph Neural Network-Based2026.04 | 11.97 | 33.46 | 22.91 | |
| DCRNNMethod Category=Graph Neural Network-Based2026.04 | 12.29 | 36.52 | 23.62 | |
| PatchTSTMethod Category=Time Series Forecasting2026.04 | 13.52 | 34.4 | 23.94 | |
| LatentODE2026.03 | 19 | — | — | |
| ARIMA2021.06 | 19.46 | 59.27 | 38.17 | |
| TREAT2026.03 | 20.7 | — | — | |
| NDCN2026.03 | 22.4 | — | — | |
| GNS2026.03 | 24.9 | — | — |