Malicious Package Detection on PyPI (Extremely Large ≥700KB)
96.33AccuracyH2GLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| H2GLM2026.07 | 96.33 | 95.5 | 97.25 | 96.36 | |
| MPHunter2026.07 | 89.91 | 89.29 | 90.91 | 90.09 | |
| Warehouse2026.07 | 85.32 | 96.39 | 73.39 | 83.33 | |
| HERCULE2026.07 | 78.44 | 72.79 | 90.83 | 80.82 | |
| Qwen3number of parameters=14b2026.07 | 67.27 | 97.5 | 35.45 | 52 | |
| OSSGadget2026.07 | 65.14 | 69.77 | 54.55 | 61.22 | |
| Bandit4Mal2026.07 | 49.54 | 50 | 54.55 | 52.17 | |
| Naive Bayes2026.07 | 47.7 | 46.88 | 27.27 | 34.48 | |
| Qwen2.5number of parameters=7b2026.07 | 41.82 | 40.82 | 36.36 | 38.46 | |
| Clustering2026.07 | 41.53 | 35.29 | 20.34 | 25.81 | |
| DeepSeek-R1number of parameters=70b2026.07 | 40.45 | 32.2 | 17.27 | 22.49 | |
| Llama3number of parameters=8b2026.07 | 35.66 | 36.91 | 40.44 | 38.6 |