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Membership Inference Attack on Clinicalnotes (fine-tuned)
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0.8843
AUC
HT-MIA
0.69034
0.740695
0.79105
0.841405
Jan 27, 2026
AUC
TPR@FPR=0.1
TPR@FPR=0.01
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUC
TPR@FPR=0.1
TPR@FPR=0.01
HT-MIA
Target Model=Qwen-3-0.6B
2026.01
0.8843
68.61
38.39
HT-MIA
Target Model=LLaMA-3.2-1B
2026.01
0.8659
70.57
42.53
Ratio
Target Model=LLaMA-3.2-1B
2026.01
0.8642
70.7
38.83
Loss
Target Model=LLaMA-3.2-1B
2026.01
0.8212
58.95
31.48
HT-MIA
Target Model=GPT-2
2026.01
0.6978
32.23
5.24
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