Traffic Forecasting on CA
17.35MAE (Average)PatchSTG
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PatchSTG2024.12 | 17.35 | 14.69 | 24.82 | 10.51 | 17.41 | 29.43 | 12.83 | 21.2 | 36.13 | 16 | 29.79 | 12.79 | — | — | — | |
| SqLinear2026.06 | 17.44 | — | — | — | — | — | — | — | — | — | 29.95 | 12.48 | — | — | — | |
| PatchSTG2026.06 | 17.75 | — | — | — | — | — | — | — | — | — | 30.11 | 13.77 | — | — | — | |
| STID2026.06 | 18.4 | — | — | — | — | — | — | — | — | — | 31.86 | 13.86 | — | — | — | |
| STID2024.12 | 18.41 | 15.51 | 26.23 | 11.26 | 18.53 | 31.56 | 13.82 | 22.63 | 39.37 | 17.59 | 32 | 13.82 | — | — | — | |
| LTE-ODEAveraging=averaged over 12 forecasting horizons2026.05 | 18.73 | — | — | — | — | — | — | — | — | — | 28.89 | 13.53 | — | — | — | |
| STWave2024.12 | 19.69 | 16.77 | 26.98 | 12.2 | 18.97 | 30.69 | 14.4 | 25.36 | 38.77 | 19.01 | 31.58 | 14.58 | — | — | — | |
| STWave2026.06 | 19.75 | — | — | — | — | — | — | — | — | — | 31.67 | 14.64 | — | — | — | |
| GSNetAveraging=averaged over 12 forecasting horizons2026.05 | 19.76 | — | — | — | — | — | — | — | — | — | 30.99 | 14.39 | — | — | — | |
| BigST2024.12 | 20.32 | 17.15 | 27.92 | 13.03 | 20.44 | 33.16 | 15.87 | 25.49 | 41.09 | 20.97 | 33.45 | 15.91 | — | — | — | |
| BigST2026.06 | 20.39 | — | — | — | — | — | — | — | — | — | 33.54 | 15.97 | — | — | — | |
| STGODE2024.12 | 20.77 | 17.57 | 29.91 | 13.91 | 20.98 | 36.62 | 16.88 | 25.46 | 45.99 | 21 | 36.6 | 16.8 | — | — | — | |
| GWNET2026.06 | 21.17 | — | — | — | — | — | — | — | — | — | 33.51 | 16.92 | — | — | — | |
| GWNET2024.12 | 21.72 | 17.14 | 27.81 | 12.62 | 21.68 | 34.16 | 17.14 | 28.58 | 44.13 | 24.24 | 34.2 | 17.4 | — | — | — | |
| BigSTAveraging=averaged over 12 forecasting horizons2026.05 | 23.36 | — | — | — | — | — | — | — | — | — | 34.98 | 16.81 | — | — | — | |
| GWNetAveraging=averaged over 12 forecasting horizons2026.05 | 24.73 | — | — | — | — | — | — | — | — | — | 35.86 | 17.46 | — | — | — | |
| GPT-STAveraging=averaged over 12 forecasting horizons2026.05 | 24.93 | — | — | — | — | — | — | — | — | — | 35.86 | 17.52 | — | — | — | |
| AGSAveraging=averaged over 12 forecasting horizons2026.05 | 24.96 | — | — | — | — | — | — | — | — | — | 36.02 | 17.88 | — | — | — | |
| AGCRNAveraging=averaged over 12 forecasting horizons2026.05 | 25.03 | — | — | — | — | — | — | — | — | — | 36.23 | 17.93 | — | — | — | |
| RPMixer2024.12 | 25.07 | 18.18 | 30.49 | 12.86 | 24.33 | 41.38 | 18.34 | 35.74 | 62.12 | 30.38 | 44.75 | 19.47 | — | — | — | |
| RPMixer2026.06 | 25.16 | — | — | — | — | — | — | — | — | — | 44.88 | 19.55 | — | — | — | |
| PDFormerAveraging=averaged over 12 forecasting horizons2026.05 | 25.22 | — | — | — | — | — | — | — | — | — | 35.43 | 18.96 | — | — | — | |
| Bi-STATAveraging=averaged over 12 forecasting horizons2026.05 | 25.36 | — | — | — | — | — | — | — | — | — | 35.27 | 19.03 | — | — | — | |
| UniSTAveraging=averaged over 12 forecasting horizons2026.05 | 25.53 | — | — | — | — | — | — | — | — | — | 35.46 | 18.87 | — | — | — | |
| STGCNAveraging=averaged over 12 forecasting horizons2026.05 | 25.68 | — | — | — | — | — | — | — | — | — | 36.44 | 18.43 | — | — | — | |
| DCRNNAveraging=averaged over 12 forecasting horizons2026.05 | 25.75 | — | — | — | — | — | — | — | — | — | 36.91 | 18.62 | — | — | — | |
| ACFMAveraging=averaged over 12 forecasting horizons2026.05 | 26.38 | — | — | — | — | — | — | — | — | — | 37.86 | 19.24 | — | — | — | |
| STResNetAveraging=averaged over 12 forecasting horizons2026.05 | 29.25 | — | — | — | — | — | — | — | — | — | 40.63 | 20.33 | — | — | — | |
| ARIMAAveraging=averaged over 12 forecasting horizons2026.05 | 34.26 | — | — | — | — | — | — | — | — | — | 44.68 | 21.35 | — | — | — | |
| DCRNN2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 28.24 | 44.01 | 22.23 | |
| EiFormer2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 18.22 | 32.07 | 12.89 | |
| FreTS2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 27.58 | 42.5 | 18.47 | |
| GSNet2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 17.61 | 29.15 | 11.15 | |
| GWNET2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 19.73 | 31.32 | 15.42 | |
| HieraMix2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 15.55 | 27.05 | 10.55 | |
| HIEST2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 22.06 | 35.03 | 14.18 | |
| LSTNN2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 16.58 | 28.24 | 11.05 | |
| PatchSTG2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 16.69 | 28.58 | 11.5 | |
| RPMixer2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 16.75 | 29.28 | 12.36 | |
| STGCN2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 17.87 | 29.14 | 13.56 | |
| STGODE2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 17.76 | 29.13 | 13.37 | |
| STID2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 19.11 | 31.45 | 11.68 | |
| TimeMixer2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 18.16 | 30.11 | 11.61 | |
| TSMixer2025.11 | — | — | — | — | — | — | — | — | — | — | — | — | 16.78 | 29.42 | 12.43 |