Road segment ranking on SY-Net514 (test)
0.1103EMDGraphRNA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphRNAMethod Category=Learning-based2025.04 | 0.1103 | 85.72 | 0.3241 | 0.5924 | |
| HGTMethod Category=Learning-based2025.04 | 0.1309 | 84.4 | 0.329 | 0.8961 | |
| HetGL2RMethod Category=Learning-based2025.04 | 0.1318 | 94.71 | 0.2478 | 0.8898 | |
| MGL2RankMethod Category=Learning-based2025.04 | 0.1357 | 90.67 | 0.2985 | 0.7473 | |
| GATMethod Category=Learning-based2025.04 | 0.1371 | 86.87 | 0.3001 | 0.6905 | |
| Dir-GNNMethod Category=Learning-based2025.04 | 0.1381 | 82.43 | 0.3886 | 0.7037 | |
| ENGINEMethod Category=Learning-based2025.04 | 0.1723 | 86.23 | 0.3109 | 0.5934 | |
| CRRankMethod Category=Rule-based2025.04 | 0.1781 | 74.64 | 0.4089 | 0.5275 | |
| LambdaLossMethod Category=Learning-based2025.04 | 0.1799 | 88.4 | 0.3201 | 0.6915 | |
| TraNode2vecMethod Category=Learning-based2025.04 | 0.1822 | 85.99 | 0.3274 | 0.568 | |
| GNNLLMEmbMethod Category=Learning-based2025.04 | 0.184 | 87.59 | 0.2988 | 0.6012 | |
| RankFormerMethod Category=Learning-based2025.04 | 0.1942 | 86.85 | 0.3624 | 0.6178 | |
| Edge-GNNMethod Category=Learning-based2025.04 | 0.1952 | 91.63 | 0.2592 | 0.8007 | |
| PDFormerMethod Category=Learning-based2025.04 | 0.1956 | 91.89 | 0.2659 | 0.8226 | |
| SeHGNNMethod Category=Learning-based2025.04 | 0.1961 | 90.07 | 0.2946 | 0.7491 | |
| DR-HGNNMethod Category=Learning-based2025.04 | 0.1964 | 91.18 | 0.2693 | 0.7893 | |
| DeepWalkMethod Category=Learning-based2025.04 | 0.2106 | 74.13 | 0.3643 | 0.5005 | |
| GATv2Method Category=Learning-based2025.04 | 0.2195 | 87.54 | 0.307 | 0.6901 | |
| LightGBMMethod Category=Learning-based2025.04 | 0.224 | 88.9 | 0.3094 | 0.739 | |
| IPageRankMethod Category=Rule-based2025.04 | 0.2443 | 65.73 | 0.4446 | 0.4857 | |
| OVED-RankMethod Category=Rule-based2025.04 | 0.2833 | 78.09 | 0.3967 | 0.589 |