Malicious Pickle Detection on Curated Dataset standard (train-test)
100TPRModelScan (MS)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ModelScan (MS)Category=SOTA Scanners2026.02 | 100 | 0 | 18.66 | |
| PickleScan (PS)Category=SOTA Scanners2026.02 | 97.47 | 0 | 19.15 | |
| Isolation Forest (IF)Category=Unsupervised2026.02 | 89.5 | 87.69 | 60.87 | |
| Local Outlier Factor (LOF)Category=Unsupervised2026.02 | 87.5 | 90.77 | 66.67 | |
| OC-SVMCategory=Unsupervised2026.02 | 87.5 | 86.15 | 58.33 | |
| Random Forest (RF)Category=Supervised2026.02 | 87.5 | 96.92 | 90.01 | |
| CatBoost (CB)Category=Supervised2026.02 | 87.5 | 93.08 | 83.72 | |
| Autoencoder (AE)Category=Supervised2026.02 | 81.25 | 94.62 | 86.68 | |
| Fickling (FIC)Category=SOTA Scanners2026.02 | 57.14 | 85.71 | 62.75 | |
| VirusTotal (VT)Category=SOTA Scanners2026.02 | 7.69 | 99.77 | 14.04 | |
| ClamAV (C-AV)Category=SOTA Scanners2026.02 | 3.8 | 99.85 | 7.23 |