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Benchmarks
Black-Box LVLM Attack on 1K images Claude 3.7-extended target
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40
KMR (a)
M-Attack-V2-FGSM
39.36
43.68
48
52.32
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)
M-Attack-V2-FGSM
Model=Ensemble
2026.02
40
26
8
46
M-Attack-V2-MIFGSM
Model=Ensemble
2026.02
45
30
7
57
M-Attack-V2-ADAM
Model=Ensemble
2026.02
56
32
11
67
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