Unsupervised Clustering on NIFD
71.9AccuracyEmbedding
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Embedding2026.05 | 71.9 | 88.6 | 63.3 | 73.8 | |
| ARMA-C3lambda_con=0.012026.05 | 71.2 | 88.7 | 63.8 | 74.2 | |
| ARMALoss Function=Mod + DGI, lambda_con=82026.05 | 71 | 88.2 | 65.5 | 75.2 | |
| GATLoss Function=Mod, lambda_con=N/A2026.05 | 69.2 | 80.7 | 72.4 | 75.8 | |
| ARMALoss Function=Mod, lambda_con=N/A2026.05 | 69.2 | 86.2 | 64.5 | 73.8 | |
| GCNLoss Function=Mod [29], lambda_con=N/A2026.05 | 68.4 | 70.6 | 90.7 | 79.4 | |
| GCNLoss Function=Mod + DGI[27], lambda_con=0.12026.05 | 68.3 | 70.4 | 91.1 | 79.4 | |
| GCNLoss Function=Cut + DGI, lambda_con=0.12026.05 | 67.9 | 68.3 | 97.5 | 80.3 | |
| GATLoss Function=Mod + DGI, lambda_con=22026.05 | 67.7 | 71.8 | 87.6 | 78.1 | |
| GCNLoss Function=Mod + MERIT[11], lambda_con=0.52026.05 | 67.2 | 67.3 | 99.6 | 80.3 | |
| GCNLoss Function=Cut[48], lambda_con=N/A2026.05 | 67.2 | 69.4 | 91.7 | 79 | |
| GATLoss Function=Mod + MERIT, lambda_con=0.052026.05 | 67.1 | 67.1 | 100 | 80.3 | |
| GATLoss Function=Cut, lambda_con=N/A2026.05 | 67.1 | 69.4 | 91.6 | 78.8 | |
| ARMALoss Function=Cut + DGI, lambda_con=12026.05 | 67 | 84.4 | 62.4 | 71.7 | |
| GCNLoss Function=Cut + MERIT, lambda_con=52026.05 | 67 | 67.6 | 97.8 | 79.9 | |
| GATLoss Function=Cut + DGI, lambda_con=22026.05 | 66.8 | 68.3 | 94.6 | 79.3 | |
| MAGI2026.05 | 66.5 | 86.2 | 20.3 | 32.8 | |
| GATLoss Function=Cut + MERIT, lambda_con=0.012026.05 | 64 | 71.9 | 80.8 | 74.2 | |
| ARMALoss Function=Cut, lambda_con=N/A2026.05 | 60.8 | 77.9 | 58.1 | 66.5 | |
| Token-Cut2026.05 | 56.9 | 85.7 | 42.9 | 57.1 | |
| ARMALoss Function=Cut + MERIT, lambda_con=0.012026.05 | 56.4 | 74 | 54 | 62.4 | |
| TANGO2026.05 | 54.8 | 42 | 97.9 | 58.8 | |
| SpectralNet2026.05 | 53.3 | 86.2 | 40.4 | 51.6 | |
| K-Means2026.05 | 51.9 | 96.6 | 29.4 | 45.1 | |
| PCA + K-Means2026.05 | 50.1 | 96.7 | 29.6 | 45.3 |