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ResearchFormerly WizWand

Privacy defense against classification attack on Medical

12.6Attack Success Rate (Atk)ShredMI
9.729.27548.8568.425Jun 10, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ShredMIBackbone model=LLaMA-2-7B, Split layer (k)=4, r=2562026.0612.65,213
LaplaceBackbone model=LLaMA-2-7B, Split layer (k)=4, b=0.52026.0619.916,316
GaussianBackbone model=LLaMA-2-7B, Split layer (k)=4, σ=0.52026.0626.74,222
Privacy AdaptersBackbone model=LLaMA-2-7B, Split layer (k)=4, r=256, λ=0.52026.065160.1
LaplaceBackbone model=LLaMA-2-7B, Split layer (k)=4, b=0.12026.0661.131.5
GaussianBackbone model=LLaMA-2-7B, Split layer (k)=4, σ=0.12026.0668.721.4
NoPeekBackbone model=LLaMA-2-7B, Split layer (k)=42026.0675.535.5
PCABackbone model=LLaMA-2-7B, Split layer (k)=4, PCA k=2562026.0682.626.5
PCABackbone model=LLaMA-2-7B, Split layer (k)=4, PCA k=5122026.0684.220.5
FisherBackbone model=LLaMA-2-7B, Split layer (k)=42026.0684.410,134
No DefenseBackbone model=LLaMA-2-7B, Split layer (k)=42026.0685.117.3