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Membership Inference Attack on GitHub Pythia

1ROC AUC

AttenMIA (Perturbed)

Updated 4d ago

Evaluation Results

Method	Links
AttenMIA (Perturbed) 2026.01		1
AttenMIA (Perturbed) 2026.01		0.99
AttenMIA (Perturbed) 2026.01		0.99
AttenMIA (Transitional) 2026.01		0.93
AttenMIA (Transitional) 2026.01		0.89
PPL attack 2026.01		0.88
MIN-K% PROB 2026.01		0.88
AttenMIA (Transitional) 2026.01		0.88
PPL attack 2026.01		0.87
zlib attack 2026.01		0.87
PETAL 2026.01		0.87
PPL attack 2026.01		0.86
zlib attack 2026.01		0.86
MIN-K% PROB 2026.01		0.86
MIN-K% PROB 2026.01		0.86
zlib attack 2026.01		0.85
PETAL 2026.01		0.85
PETAL 2026.01		0.85
neighborhood attack 2026.01		0.84
neighborhood attack 2026.01		0.83
neighborhood attack 2026.01		0.83
RS attack 2026.01		0.78
WS attack 2026.01		0.77
RS attack 2026.01		0.77
RS attack 2026.01		0.77
BT attack 2026.01		0.77
WS attack 2026.01		0.76
WS attack 2026.01		0.76
BT attack 2026.01		0.76
BT attack 2026.01		0.74
RECALL 2026.01		0.74
RECALL 2026.01		0.72
RECALL 2026.01		0.7
reference attack 2026.01		0.65
reference attack 2026.01		0.65
reference attack 2026.01		0.64