Black-box Adversarial Attack on Claude thinking 4.0
0.02KMR (a)AttackVLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AttackVLMModel=Laion, Pre-trained on LAION=true2026.02 | 0.02 | 0.01 | 0 | 0 | |
| AttackVLMModel=B/162026.02 | 0.03 | 0 | 0 | 0 | |
| AttackVLMModel=B/322026.02 | 0.03 | 0.03 | 0 | 0.01 | |
| SSA-CWAModel=Ensemble2026.02 | 0.03 | 0.02 | 0.01 | 0.05 | |
| AdvDiffVLMModel=Ensemble2026.02 | 0.04 | 0.01 | 0.01 | 0.01 | |
| AnyAttackModel=Ensemble2026.02 | 0.05 | 0.03 | 0 | 0.01 | |
| M-AttackModel=Ensemble2026.02 | 0.12 | 0.03 | 0 | 0.08 | |
| FOA-AttackModel=Ensemble2026.02 | 0.13 | 0.09 | 0 | 0.13 | |
| M-Attack-V2Model=Ensemble2026.02 | 0.27 | 0.17 | 0.04 | 0.3 |