Social Bot Detection on MGTAB
85AccuracyFP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FPClassifier=XGBoost2025.12 | 85 | 72.4 | 70.6 | 71.5 | |
| BotRGCNClassifier=XGBoost2025.12 | 83.8 | 70.7 | 73.7 | 72.1 | |
| DeeProBotClassifier=XGBoost2025.12 | 83 | 78 | 84.5 | 81.1 | |
| RGTClassifier=XGBoost2025.12 | 82.7 | 77.7 | 70.2 | 73.8 | |
| Heterogeneous motifs (All)Classifier=XGBoost, motif_type=Heterogeneous2025.12 | 82.6 | 80.5 | 86 | 83.1 | |
| Heterogeneous motifs (AUC'_{upper} > 0.7)Classifier=XGBoost, motif_type=Heterogeneous, Selection criteria=AUC'_upper > 0.72025.12 | 82.1 | 79.7 | 86.3 | 82.8 | |
| T5Classifier=XGBoost2025.12 | 80.9 | 72 | 73.4 | 72.7 | |
| ARGClassifier=XGBoost2025.12 | 80.5 | 81.1 | 78.1 | 79.3 | |
| Homogeneous motifs (All)Classifier=XGBoost, motif_type=Homogeneous2025.12 | 78.3 | 74.3 | 86.7 | 80 | |
| BotometerClassifier=XGBoost2025.12 | 76.6 | 76.2 | 79.9 | 78 | |
| IsingClassifier=XGBoost2025.12 | 53.9 | 54.1 | 51.7 | 52.8 | |
| SybilWalkClassifier=XGBoost2025.12 | 50 | 50 | 100 | 67 | |
| SybilSCARClassifier=XGBoost2025.12 | 49.2 | 16.7 | 0.4 | 0.8 |