Backdoor Attack Evaluation on Software Engineering
95ASRPAB
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PABvariation=w/o Induction2026.05 | 95 | 0 | 4.07 | 22 | 9.1 | 21.2 | 36.3 | 9 | 100 | 87.4 | 20.9 | |
| BrieFool2026.05 | 93 | — | 3.67 | 4.5 | 4.5 | 4.5 | 4.5 | 0 | 99.5 | 33.1 | 4.2 | |
| PAB2026.05 | 92.7 | 100 | 2.75 | 78.9 | 100 | 57.6 | 79.1 | 4 | 100 | 92.3 | 73.1 | |
| RareBN2026.05 | 88 | — | 5 | 1 | 1.5 | 1.5 | 0 | 0 | 100 | 30.2 | 0.9 | |
| MTHB2026.05 | 87 | — | 4.83 | 3 | 0 | 7.2 | 1.5 | 2.5 | 99.5 | 24.1 | 2.6 | |
| PABvariation=w/o Dynamic2026.05 | 83 | 100 | 3.54 | 15 | 30.3 | 3 | 12.1 | 6 | 100 | 90.4 | 12.5 | |
| PABvariation=w/o Retreat2026.05 | 81.3 | 100 | — | — | — | — | — | 3 | 100 | 25.4 | — | |
| FreqBN2026.05 | 72.5 | — | 1.39 | 82.5 | 85.1 | 81.8 | 80.6 | 29 | 100 | 25.9 | 59.8 |