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Black-box Adversarial Attack on Claude thinking 4.0
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0.02
KMR (a)
AttackVLM
0.01
0.0775
0.145
0.2125
Feb 19, 2026
KMR (a)
KMR (b)
KMR (c)
Attack Success Rate (ASR)
Updated 4d ago
Evaluation Results
Method
Method
Links
KMR (a)
KMR (b)
KMR (c)
Attack Success Rate (ASR)
AttackVLM
Model=Laion, Pre-train...
2026.02
0.02
0.01
0
0
AttackVLM
Model=B/16
2026.02
0.03
0
0
0
AttackVLM
Model=B/32
2026.02
0.03
0.03
0
0.01
SSA-CWA
Model=Ensemble
2026.02
0.03
0.02
0.01
0.05
AdvDiffVLM
Model=Ensemble
2026.02
0.04
0.01
0.01
0.01
AnyAttack
Model=Ensemble
2026.02
0.05
0.03
0
0.01
M-Attack
Model=Ensemble
2026.02
0.12
0.03
0
0.08
FOA-Attack
Model=Ensemble
2026.02
0.13
0.09
0
0.13
M-Attack-V2
Model=Ensemble
2026.02
0.27
0.17
0.04
0.3
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