Traffic Prediction on PeMS04 to PeMS08
15.124MAEMA-GLTC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MA-GLTCHorizon=3, Transfer Category=Cross-T2026.06 | 15.124 | 23.325 | 9.82 | |
| CGSTTHorizon=3, Transfer Category=Cross-T2026.06 | 15.461 | 24.091 | 10.623 | |
| IEEAFormerHorizon=3, Transfer Category=Inner-T2026.06 | 15.551 | 25.088 | 10.208 | |
| ASTTNHorizon=3, Transfer Category=Inner-T2026.06 | 15.845 | 25.446 | 10.279 | |
| MA-GLTCHorizon=6, Transfer Category=Cross-T2026.06 | 16.359 | 25.503 | 10.588 | |
| IEEAFormerHorizon=6, Transfer Category=Inner-T2026.06 | 16.868 | 27.205 | 11.161 | |
| ASTTNHorizon=6, Transfer Category=Inner-T2026.06 | 17.016 | 27.311 | 11.033 | |
| CGSTTHorizon=6, Transfer Category=Cross-T2026.06 | 17.098 | 26.754 | 12.163 | |
| DASTNetHorizon=3, Transfer Category=Cross-T2026.06 | 17.139 | 26.612 | 11.965 | |
| STGPHorizon=3, Transfer Category=Cross-T2026.06 | 17.346 | 24.979 | 15.707 | |
| DCRNNHorizon=3, Transfer Category=Inner-T2026.06 | 17.758 | 27.979 | 12.281 | |
| MTPBHorizon=3, Transfer Category=Cross-T2026.06 | 18.165 | 28.537 | 16.64 | |
| STGFSLHorizon=3, Transfer Category=Cross-T2026.06 | 18.254 | 28.889 | 15.54 | |
| MA-GLTCHorizon=12, Transfer Category=Cross-T2026.06 | 18.927 | 29.478 | 12.445 | |
| DCRNNHorizon=6, Transfer Category=Inner-T2026.06 | 19.485 | 30.486 | 13.774 | |
| GRUHorizon=3, Transfer Category=Inner-T2026.06 | 19.504 | 28.805 | 13.053 | |
| DASTNetHorizon=6, Transfer Category=Cross-T2026.06 | 19.549 | 30.335 | 14.698 | |
| STGPHorizon=6, Transfer Category=Cross-T2026.06 | 20.256 | 28.935 | 16.552 | |
| ARIMAHorizon=3, Transfer Category=Inner-T2026.06 | 20.523 | 30.47 | 24.01 | |
| TGCNHorizon=3, Transfer Category=Inner-T2026.06 | 20.571 | 32.041 | 12.125 | |
| CGSTTHorizon=12, Transfer Category=Cross-T2026.06 | 20.599 | 31.879 | 14.641 | |
| GDPHorizon=3, Transfer Category=Cross-T2026.06 | 21.102 | 26.383 | 9.726 | |
| GRUHorizon=6, Transfer Category=Inner-T2026.06 | 21.136 | 31.447 | 15.716 | |
| UniSTHorizon=3, Transfer Category=Cross-T2026.06 | 21.168 | 36.511 | 13.704 | |
| MTPBHorizon=6, Transfer Category=Cross-T2026.06 | 21.296 | 33.278 | 20.07 | |
| IEEAFormerHorizon=12, Transfer Category=Inner-T2026.06 | 21.437 | 33.508 | 16.39 | |
| STGFSLHorizon=6, Transfer Category=Cross-T2026.06 | 21.88 | 34.084 | 18.955 | |
| HAHorizon=3, Transfer Category=Inner-T2026.06 | 22.556 | 30.063 | 16.724 | |
| ASTTNHorizon=12, Transfer Category=Inner-T2026.06 | 22.827 | 35.586 | 15.646 | |
| GDPHorizon=6, Transfer Category=Cross-T2026.06 | 23.648 | 29.903 | 10.331 | |
| DASTNetHorizon=12, Transfer Category=Cross-T2026.06 | 24.267 | 36.62 | 17.177 | |
| UniSTHorizon=6, Transfer Category=Cross-T2026.06 | 24.979 | 40.602 | 16.044 | |
| DCRNNHorizon=12, Transfer Category=Inner-T2026.06 | 26.046 | 39.907 | 18.17 | |
| ARIMAHorizon=6, Transfer Category=Inner-T2026.06 | 26.506 | 38.485 | 28.604 | |
| TGCNHorizon=6, Transfer Category=Inner-T2026.06 | 26.519 | 40.429 | 16.433 | |
| GRUHorizon=12, Transfer Category=Inner-T2026.06 | 27.849 | 38.288 | 21.52 | |
| MTPBHorizon=12, Transfer Category=Cross-T2026.06 | 27.866 | 42.03 | 28.572 | |
| STGPHorizon=12, Transfer Category=Cross-T2026.06 | 28.563 | 38.721 | 23.081 | |
| HAHorizon=6, Transfer Category=Inner-T2026.06 | 28.853 | 37.435 | 21.816 | |
| GDPHorizon=12, Transfer Category=Cross-T2026.06 | 29.15 | 36.273 | 13.174 | |
| STGFSLHorizon=12, Transfer Category=Cross-T2026.06 | 29.967 | 44.473 | 25.548 | |
| UniSTHorizon=12, Transfer Category=Cross-T2026.06 | 30.356 | 44.704 | 25.416 | |
| TGCNHorizon=12, Transfer Category=Inner-T2026.06 | 37.396 | 54.148 | 24.522 | |
| ARIMAHorizon=12, Transfer Category=Inner-T2026.06 | 38.75 | 51.778 | 38.269 | |
| HAHorizon=12, Transfer Category=Inner-T2026.06 | 41.884 | 54.262 | 34.892 |