Community Detection on DBLP
45.6F1 ScoreCommunityGAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CommunityGAN2019.01 | 45.6 | 0.153 | — | — | |
| AGM2019.01 | 39.8 | 0.059 | — | — | |
| CPM2019.01 | 31.8 | 0.066 | — | — | |
| GraphGAN2019.01 | 27.6 | 0.083 | — | — | |
| node2vec2019.01 | 26.5 | 0.068 | — | — | |
| ComE2019.01 | 24 | 0.059 | — | — | |
| LINE2019.01 | 20.8 | 0.027 | — | — | |
| MMSB2019.01 | 10.4 | 0 | — | — | |
| CD-ATTACKModel=Surrogate model2025.12 | 6.06 | 0.4489 | — | — | |
| DRLModel=Surrogate model2025.12 | 5.31 | 0.3928 | — | — | |
| CD-ATTACK-RLModel=Surrogate model2025.12 | 5.02 | 0.3973 | — | — | |
| ProHiCoModel=Surrogate model2025.12 | 4.98 | 0.3895 | — | — | |
| RTAModel=Surrogate model2025.12 | 4.45 | 0.3545 | — | — | |
| DICEModel=Surrogate model2025.12 | 4.23 | 0.3622 | — | — | |
| MBAModel=Surrogate model2025.12 | 4.08 | 0.3723 | — | — | |
| CleanModel=Surrogate model2025.12 | 3.61 | 0.3411 | — | — | |
| CD-ATTACK2025.12 | — | — | 6.06 | 44.89 | |
| CD-ATTACKModel type=Surrogate model2025.12 | — | — | 6.06 | 44.89 | |
| CD-DEFENSE2025.12 | — | — | 3.58 | 35.67 | |
| CD-DEFENSEModel type=Surrogate model2025.12 | — | — | 3.58 | 35.67 | |
| CD-GAME2025.12 | — | — | 4.54 | 41.02 | |
| Clean2025.12 | — | — | 3.61 | 34.11 | |
| CleanModel type=Surrogate model2025.12 | — | — | 3.61 | 34.11 | |
| Inverse-DICEModel type=Surrogate model2025.12 | — | — | 4.56 | 39.32 | |
| NEModel type=Surrogate model2025.12 | — | — | 4.32 | 38.75 | |
| RobustECD-GAModel type=Surrogate model2025.12 | — | — | 4.05 | 38.12 | |
| RobustECD-SEModel type=Surrogate model2025.12 | — | — | 4.12 | 38.05 | |
| RSModel type=Surrogate model2025.12 | — | — | 5.73 | 45.62 |