Malware Detection on Malware Dataset 2015 (test)
0.928AUT(F1, 12m)TIF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TIFFeature Space=DeepDrebin, Robustness Enhancement=TIF, Training Year=20142025.02 | 0.928 | 8.03 | |
| TIFFeature Space=Malscan, Robustness Enhancement=TIF, Training Year=20142025.02 | 0.902 | 7.13 | |
| DeepDrebin + APIGraphFeature Space=DeepDrebin, Robustness Enhancement=APIGraph, Training Year=20142025.02 | 0.868 | 1.05 | |
| DeepDrebinFeature Space=DeepDrebin, Robustness Enhancement=None, Training Year=20142025.02 | 0.859 | — | |
| DrebinFeature Space=Drebin, Robustness Enhancement=None, Training Year=20142025.02 | 0.858 | — | |
| Malscan + Guided RetrainingFeature Space=Malscan, Robustness Enhancement=Guided Retraining, Training Year=20142025.02 | 0.851 | 1.07 | |
| MalscanFeature Space=Malscan, Robustness Enhancement=None, Training Year=20142025.02 | 0.842 | — | |
| TIFFeature Space=BERTroid, Robustness Enhancement=TIF, Training Year=20142025.02 | 0.833 | 8.04 | |
| Drebin + T-stabilityFeature Space=Drebin, Robustness Enhancement=T-stability, Training Year=20142025.02 | 0.824 | 3.96 | |
| DeepDrebin + Guided RetrainingFeature Space=DeepDrebin, Robustness Enhancement=Guided Retraining, Training Year=20142025.02 | 0.814 | 5.24 | |
| BERTroid + Guided RetrainingFeature Space=BERTroid, Robustness Enhancement=Guided Retraining, Training Year=20142025.02 | 0.772 | 0.01 | |
| BERTroidFeature Space=BERTroid, Robustness Enhancement=None, Training Year=20142025.02 | 0.771 | — |