Community Detection on Synthetic dataset (test)
83.75F1 ScoreProposed Metric (Si, ‡)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Proposed Metric (Si, ‡)Score Type=Node-wise geometric distortion score, Estimator=linear interpolation geodesic distance2026.01 | 83.75 | 97.25 | 70.95 | |
| Proposed Metric (Si)Score Type=Node-wise geometric distortion score2026.01 | 82.5 | 96.48 | 73.13 | |
| VGAE Recon. ErrorModel=VGAE, Metric=Reconstruction Error2026.01 | 74.29 | 94.9 | 68.43 | |
| VGAE K-MeansModel=VGAE, Clustering=K-Means2026.01 | 46.51 | 81.28 | 12.33 | |
| VAE Isolation ForestModel=VAE, Anomaly Detector=Isolation Forest2026.01 | 45.71 | 68.44 | 29.45 | |
| VAE K-MeansModel=VAE, Clustering=K-Means2026.01 | 45.6 | 80.58 | 10.81 | |
| Louvain Clustering2026.01 | 44.87 | 80 | 9.6 | |
| Spectral Clustering2026.01 | 36.65 | 71.86 | -3.28 | |
| Cosine Assortativity2026.01 | 34.9 | 64.29 | 4.54 | |
| VGAE Recon. Error (†)Model=VGAE, Metric=Reconstruction Error, Decoder=GCN2026.01 | 34.56 | 46.53 | 0 | |
| VGAE Isolation ForestModel=VGAE, Anomaly Detector=Isolation Forest2026.01 | 28.57 | 58.47 | 12.42 | |
| VAE Recon. ErrorModel=VAE, Metric=Reconstruction Error2026.01 | 28.16 | 54.87 | -9.03 |