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Membership Inference on WikiMIA 128 tokens 1.0
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94.8
ROC AUC
AttenMIA (Transitional)
57.256
67.003
76.75
86.497
Jan 26, 2026
ROC AUC
TPR @ 1% FPR
Updated 1mo ago
Evaluation Results
Method
Method
Links
ROC AUC
TPR @ 1% FPR
AttenMIA (Transitional)
Target Model=Average
2026.01
94.8
48.9
AttenMIA (Perturbed)
Target Model=Average
2026.01
93.4
45.4
RECALL
Target Model=Average
2026.01
90
16.9
Min-K%++
Target Model=Average
2026.01
75.2
3.2
Min-K%
Target Model=Average
2026.01
71.2
4
Zlib
Target Model=Average
2026.01
69.8
6.4
Neighbor
Target Model=Average
2026.01
68.7
0.6
Ref
Target Model=Average
2026.01
67.8
3.4
Loss
Target Model=Average
2026.01
67.5
3.4
PPL
Target Model=Average
2026.01
62.6
2.5
PETAL
Target Model=Average
2026.01
58.7
2.2
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