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Membership Inference on WikiMIA 64 tokens 1.0
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97.9
ROC AUC
AttenMIA (Transitional)
58.796
68.948
79.1
89.252
Jan 26, 2026
ROC AUC
TPR@1%FPR
Updated 4d ago
Evaluation Results
Method
Method
Links
ROC AUC
TPR@1%FPR
AttenMIA (Transitional)
Target Model=Average
2026.01
97.9
70.1
AttenMIA (Perturbed)
Target Model=Average
2026.01
97.7
70.6
RECALL
Target Model=Average
2026.01
91.3
15.4
Min-K%++
Target Model=Average
2026.01
75.9
10.6
Min-K%
Target Model=Average
2026.01
67.6
7.3
Zlib
Target Model=Average
2026.01
65.3
8.3
PPL
Target Model=Average
2026.01
65.1
3
Neighbor
Target Model=Average
2026.01
64.4
0.6
Ref
Target Model=Average
2026.01
64.2
4.4
Loss
Target Model=Average
2026.01
63.8
4.4
PETAL
Target Model=Average
2026.01
60.3
2.5
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