Malicious Package Detection on Latest Dataset
97.37AccuracyPYGUARD
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PYGUARDTechnology=Knowledge-driven2026.01 | 97.37 | 99.37 | 94.14 | 96.68 | 5 | 49 | |
| SocketAITechnology=LLM2026.01 | 84.8 | 81.89 | 80.65 | 81.27 | 153 | 166 | |
| GuardDogTechnology=Rule2026.01 | 83.84 | 89.06 | 68.12 | 77.2 | 69 | 263 | |
| HerculeTechnology=Dynamic2026.01 | 83.03 | 71.08 | 81.35 | 75.87 | 284 | 160 | |
| CerebroTechnology=ML2026.01 | 77.98 | 83.22 | 57.81 | 68.23 | 100 | 362 | |
| SAP-XGBClassifier=XGBoost, Technology=ML2026.01 | 71.97 | 73.36 | 49.42 | 59.05 | 154 | 434 | |
| SAP-DTClassifier=Decision Tree, Technology=ML2026.01 | 63.01 | 58.33 | 33.45 | 42.52 | 205 | 571 | |
| SAP-RFClassifier=Random Forest, Technology=ML2026.01 | 62.44 | 60.17 | 24.13 | 34.44 | 137 | 651 | |
| PyPI WareCheckTechnology=Rule2026.01 | 59.87 | 50.54 | 88 | 64.2 | 739 | 103 | |
| Bandit4MalTechnology=Rule2026.01 | 58.45 | 49.6 | 94.4 | 65.03 | 822 | 48 | |
| OSSGadgetTechnology=Rule2026.01 | 52.63 | 45.79 | 86.33 | 59.84 | 875 | 117 |