Adversarial Attack on ELSA DS
96Raw ASR (Drebin)DroidBreaker
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DroidBreakerQ (Query Budget)=20, Evaluation Protocol=Black-box2026.06 | 96 | 88 | 95 | 87 | 77 | 71 | |
| DroidBreakerQ (Query Budget)=30, Evaluation Protocol=Black-box2026.06 | 96 | 88 | 95 | 87 | 82 | 75 | |
| DroidBreakerQ (Query Budget)=40, Evaluation Protocol=Black-box2026.06 | 96 | 88 | 95 | 87 | 85 | 78 | |
| DroidBreakerQ (Query Budget)=10, Evaluation Protocol=Black-box2026.06 | 95 | 87 | 95 | 87 | 66 | 61 | |
| AdvDroidZeroQ (Query Budget)=40, Evaluation Protocol=Black-box2026.06 | 31 | 18 | 33 | 19 | 30 | 17 | |
| AdvDroidZeroQ (Query Budget)=30, Evaluation Protocol=Black-box2026.06 | 27 | 15 | 31 | 18 | 27 | 15 | |
| AdvDroidZeroQ (Query Budget)=20, Evaluation Protocol=Black-box2026.06 | 16 | 9 | 29 | 16 | 18 | 10 | |
| AdvDroidZeroQ (Query Budget)=10, Evaluation Protocol=Black-box2026.06 | 10 | 6 | 15 | 8 | 9 | 5 |