Malicious Package Detection on Obfuscation Dataset
98.28AccuracyPYGUARD
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PYGUARDTechnology=Knowledge-driven2026.01 | 98.28 | 97.58 | 99.02 | 98.29 | 25 | 10 | |
| GuardDogTechnology=Rule2026.01 | 89.6 | 96.96 | 81.49 | 88.56 | 25 | 181 | |
| HerculeTechnology=Dynamic2026.01 | 84.34 | 85.64 | 83.41 | 84.51 | 145 | 172 | |
| SocketAITechnology=LLM2026.01 | 84.1 | 82.13 | 87.42 | 84.69 | 198 | 131 | |
| CerebroTechnology=ML2026.01 | 78 | 78.93 | 76.73 | 77.82 | 213 | 242 | |
| SAP-RFClassifier=Random Forest, Technology=ML2026.01 | 65.83 | 76.01 | 46.88 | 57.99 | 154 | 553 | |
| PyPI WareCheckTechnology=Rule2026.01 | 63.51 | 58.25 | 97.02 | 72.79 | 724 | 31 | |
| SAP-XGBClassifier=XGBoost, Technology=ML2026.01 | 60.51 | 70.44 | 37.08 | 48.58 | 162 | 655 | |
| Bandit4MalTechnology=Rule2026.01 | 54.84 | 54.31 | 64.75 | 59.07 | 567 | 367 | |
| SAP-DTClassifier=Decision Tree, Technology=ML2026.01 | 52.88 | 56.16 | 28.91 | 38.17 | 235 | 740 | |
| OSSGadgetTechnology=Rule2026.01 | 50.95 | 50.89 | 85.37 | 63.77 | 856 | 152 |