Malicious Pickle File Detection on PickleBall Dataset
100True Positive RateModelScan
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ModelScanCategory=External Scanner2026.02 | 100 | 0 | 39.14 | |
| PBCategory=External Scanner2026.02 | 100 | 79.8 | 76.09 | |
| PickleScanCategory=External Scanner2026.02 | 97.18 | 92.55 | 86.79 | |
| CatBoostCategory=Supervised2026.02 | 92.86 | 94.23 | 91.37 | |
| FicklingCategory=External Scanner2026.02 | 88.24 | 57.14 | 54.88 | |
| RandomForestCategory=Supervised2026.02 | 85.9 | 96.15 | 90.94 | |
| AutoencoderCategory=Supervised2026.02 | 85.71 | 96.15 | 90.93 | |
| IsolationForestCategory=Unsupervised2026.02 | 71.43 | 78.85 | 57.14 | |
| OC-SVMCategory=Unsupervised2026.02 | 71.43 | 73.08 | 52.63 | |
| LocalOutlierFactorCategory=Unsupervised2026.02 | 42.86 | 80.77 | 40 | |
| ClamAVCategory=External Scanner2026.02 | 26.76 | 99.15 | 41.35 | |
| VirusTotalCategory=External Scanner2026.02 | 7.69 | 92.77 | 11.81 |