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Targeted Attack on Claude-Sonnet closed-source standard MLLMs 4.6

12.1ASRFRA-Attack
-0.4842.7836.059.317May 20, 2026

Evaluation results

MethodLinks
FRA-AttackThreshold=0.92026.0512.10.595
M-Attack-V2Threshold=0.92026.0570.531
FOA-AttackThreshold=0.92026.053.50.444
M-AttackThreshold=0.92026.053.10.402
AttackVLMThreshold=0.92026.0500.038
AdvDiffVLMThreshold=0.92026.0500.043
SSA-CWAThreshold=0.92026.0500.022
AnyAttackThreshold=0.92026.0500.039