Malware Detection on Malware Dataset 2020 (test)
73.2F1 Score (AUT, 12m)TIF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TIFFeature Space=DeepDrebin, Robustness Enhancement=TIF, Training Year=20142025.02 | 73.2 | 4.57 | |
| TIFFeature Space=Malscan, Robustness Enhancement=TIF, Training Year=20142025.02 | 72.6 | 5.68 | |
| Drebin + T-stabilityFeature Space=Drebin, Robustness Enhancement=T-stability, Training Year=20142025.02 | 72.3 | 8.72 | |
| DeepDrebinFeature Space=DeepDrebin, Robustness Enhancement=None, Training Year=20142025.02 | 70 | — | |
| DeepDrebin + APIGraphFeature Space=DeepDrebin, Robustness Enhancement=APIGraph, Training Year=20142025.02 | 69.6 | 0.57 | |
| MalscanFeature Space=Malscan, Robustness Enhancement=None, Training Year=20142025.02 | 68.7 | — | |
| Malscan + Guided RetrainingFeature Space=Malscan, Robustness Enhancement=Guided Retraining, Training Year=20142025.02 | 68.1 | 0.87 | |
| TIFFeature Space=BERTroid, Robustness Enhancement=TIF, Training Year=20142025.02 | 67.4 | 7.14 | |
| DrebinFeature Space=Drebin, Robustness Enhancement=None, Training Year=20142025.02 | 66.5 | — | |
| BERTroid + Guided RetrainingFeature Space=BERTroid, Robustness Enhancement=Guided Retraining, Training Year=20142025.02 | 63.9 | 2.7 | |
| BERTroidFeature Space=BERTroid, Robustness Enhancement=None, Training Year=20142025.02 | 63 | — | |
| DeepDrebin + Guided RetrainingFeature Space=DeepDrebin, Robustness Enhancement=Guided Retraining, Training Year=20142025.02 | 52.7 | 24.71 |