Transferable Adversarial Attack on Llama 11B-V 3.2
57.3Attack Success Rate (ASR)FRA-Attack
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FRA-Attack2026.05 | 57.3 | 0.482 | |
| M-Attack-V22026.05 | 52.3 | 0.449 | |
| FOA-Attack2026.05 | 41.7 | 0.38 | |
| M-Attack2026.05 | 36.8 | 0.354 | |
| FRA-AttackSimilarity Threshold=0.92026.05 | 4.8 | 0.481 | |
| M-Attack-V2Similarity Threshold=0.92026.05 | 3.4 | 0.449 | |
| M-AttackSimilarity Threshold=0.92026.05 | 2.7 | 0.354 | |
| FOA-AttackSimilarity Threshold=0.92026.05 | 1.9 | 0.38 | |
| AttackVLM2026.05 | 1 | 0.025 | |
| AdvDiffVLM2026.05 | 0 | 0.034 | |
| SSA-CWA2026.05 | 0 | 0.025 | |
| AnyAttack2026.05 | 0 | 0.028 | |
| AttackVLMSimilarity Threshold=0.92026.05 | 0 | 0.025 | |
| AdvDiffVLMSimilarity Threshold=0.92026.05 | 0 | 0.034 | |
| SSA-CWASimilarity Threshold=0.92026.05 | 0 | 0.025 | |
| AnyAttackSimilarity Threshold=0.92026.05 | 0 | 0.028 |