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Membership Inference on GitHub Pythia (train)

95.6TPR@1%FPR

AttenMIA (Perturbed)

6.1629.3852.675.82Jan 26, 2026
Updated 1mo ago

Evaluation Results

MethodLinks
2026.01
95.6
2026.01
95.4
2026.01
91.3
2026.01
73.8
2026.01
60.7
2026.01
60.1
2026.01
52.7
2026.01
49.6
2026.01
48.8
2026.01
48.8
2026.01
44.4
2026.01
43.2
2026.01
36.8
2026.01
35.6
2026.01
35.6
2026.01
33.6
2026.01
32
2026.01
32
2026.01
31.6
2026.01
31.2
2026.01
31.2
2026.01
28.8
2026.01
28.4
2026.01
27.6
2026.01
27.2
2026.01
26
2026.01
25.2
2026.01
25.2
2026.01
23.6
2026.01
22.8
2026.01
21.6
2026.01
17.2
2026.01
15.2
2026.01
13.6
2026.01
12.8
2026.01
9.6