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ResearchFormerly WizWand

Membership Inference Attack on OPT-6.7B

12.8TPR @ 1% FPRCAMIA
0.7363.868710.132Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CAMIABase Attack=CAMIA, Augmentation=None, Iterations=152026.0612.80.664
Zlib + CombinedBase Attack=Zlib, Augmentation=Combined, Iterations=152026.0612.10.672
CAMIA + QualityBase Attack=CAMIA, Augmentation=Quality, Iterations=152026.0611.50.682
Loss + CombinedBase Attack=Loss, Augmentation=Combined, Iterations=152026.0611.20.672
CAMIA + CombinedBase Attack=CAMIA, Augmentation=Combined, Iterations=152026.0610.90.689
CAMIA + DiversityBase Attack=CAMIA, Augmentation=Diversity, Iterations=152026.0610.40.668
Zlib + DiversityBase Attack=Zlib, Augmentation=Diversity, Iterations=152026.069.90.628
Min-K% + QualityBase Attack=Min-K%, Augmentation=Quality, Iterations=152026.069.40.674
Loss + DiversityBase Attack=Loss, Augmentation=Diversity, Iterations=152026.069.20.613
Zlib + QualityBase Attack=Zlib, Augmentation=Quality, Iterations=152026.069.20.667
Min-K% + CombinedBase Attack=Min-K%, Augmentation=Combined, Iterations=152026.069.20.694
Min-K%Base Attack=Min-K%, Augmentation=None, Iterations=152026.068.60.65
Loss + QualityBase Attack=Loss, Augmentation=Quality, Iterations=152026.068.40.652
Min-K% + DiversityBase Attack=Min-K%, Augmentation=Diversity, Iterations=152026.066.40.64
LossBase Attack=Loss, Augmentation=None, Iterations=152026.061.30.39
ZlibBase Attack=Zlib, Augmentation=None, Iterations=152026.061.20.369