Adversarial Attack on APG DS
94Raw ASR (Drebin)DroidBreaker
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DroidBreakerQ (Query Budget)=10, Evaluation Protocol=Black-box2026.06 | 94 | 86 | 96 | 88 | 94 | 86 | 100 | 92 | |
| DroidBreakerQ (Query Budget)=20, Evaluation Protocol=Black-box2026.06 | 94 | 86 | 96 | 88 | 95 | 87 | 100 | 92 | |
| DroidBreakerQ (Query Budget)=30, Evaluation Protocol=Black-box2026.06 | 94 | 86 | 96 | 88 | 95 | 87 | 100 | 92 | |
| DroidBreakerQ (Query Budget)=40, Evaluation Protocol=Black-box2026.06 | 94 | 86 | 96 | 88 | 95 | 87 | 100 | 92 | |
| AdvDroidZeroQ (Query Budget)=40, Evaluation Protocol=Black-box2026.06 | 84 | 48 | 89 | 51 | 70 | 40 | 93 | 53 | |
| AdvDroidZeroQ (Query Budget)=30, Evaluation Protocol=Black-box2026.06 | 82 | 47 | 88 | 50 | 70 | 40 | 92 | 53 | |
| AdvDroidZeroQ (Query Budget)=20, Evaluation Protocol=Black-box2026.06 | 80 | 46 | 85 | 48 | 64 | 36 | 91 | 52 | |
| AdvDroidZeroQ (Query Budget)=10, Evaluation Protocol=Black-box2026.06 | 65 | 37 | 76 | 43 | 45 | 26 | 88 | 50 |