Malware Detection on Malware Dataset 2025 (test)
65.4AUT(F1, 12m)TIF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TIFFeature Space=DeepDrebin, Robustness Enhancement=TIF, Training Year=20142025.02 | 65.4 | 5.03 | |
| Drebin + T-stabilityFeature Space=Drebin, Robustness Enhancement=T-stability, Training Year=20142025.02 | 63.6 | 6.86 | |
| TIFFeature Space=Malscan, Robustness Enhancement=TIF, Training Year=20142025.02 | 63.6 | 6 | |
| DeepDrebin + APIGraphFeature Space=DeepDrebin, Robustness Enhancement=APIGraph, Training Year=20142025.02 | 61.9 | 0.01 | |
| DeepDrebinFeature Space=DeepDrebin, Robustness Enhancement=None, Training Year=20142025.02 | 61.6 | — | |
| MalscanFeature Space=Malscan, Robustness Enhancement=None, Training Year=20142025.02 | 60 | — | |
| DrebinFeature Space=Drebin, Robustness Enhancement=None, Training Year=20142025.02 | 59.5 | — | |
| Malscan + Guided RetrainingFeature Space=Malscan, Robustness Enhancement=Guided Retraining, Training Year=20142025.02 | 58.9 | 0.67 | |
| TIFFeature Space=BERTroid, Robustness Enhancement=TIF, Training Year=20142025.02 | 58.8 | 8.04 | |
| BERTroid + Guided RetrainingFeature Space=BERTroid, Robustness Enhancement=Guided Retraining, Training Year=20142025.02 | 55.9 | 2.19 | |
| BERTroidFeature Space=BERTroid, Robustness Enhancement=None, Training Year=20142025.02 | 54.7 | — | |
| DeepDrebin + Guided RetrainingFeature Space=DeepDrebin, Robustness Enhancement=Guided Retraining, Training Year=20142025.02 | 41.6 | 32.46 |