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Membership Inference Attack on Pile CC Pythia

71ROC AUCAttenMIA (Perturbed)
47.0853.2959.565.71Jan 26, 2026

Evaluation results

MethodLinks
AttenMIA (Perturbed)Model size=6.9b2026.0171
AttenMIA (Perturbed)Model size=2.8b2026.0170
AttenMIA (Perturbed)Model size=1.4b2026.0166
AttenMIA (Transitional)Model size=1.4b2026.0159
AttenMIA (Transitional)Model size=2.8b2026.0158
AttenMIA (Transitional)Model size=6.9b2026.0156
PETALModel size=2.8b2026.0155
PPL attackModel size=6.9b2026.0154
PETALModel size=1.4b2026.0154
PETALModel size=6.9b2026.0154
PPL attackModel size=2.8b2026.0153
reference attackModel size=6.9b2026.0153
PPL attackModel size=1.4b2026.0152
zlib attackModel size=2.8b2026.0152
zlib attackModel size=6.9b2026.0152
MIN-K% PROBModel size=1.4b2026.0152
MIN-K% PROBModel size=2.8b2026.0152
MIN-K% PROBModel size=6.9b2026.0152
BT attackModel size=1.4b2026.0152
RECALLModel size=1.4b2026.0152
RECALLModel size=6.9b2026.0152
reference attackModel size=1.4b2026.0151
reference attackModel size=2.8b2026.0151
zlib attackModel size=1.4b2026.0151
neighborhood attackModel size=6.9b2026.0151
neighborhood attackModel size=1.4b2026.0150
neighborhood attackModel size=2.8b2026.0150
WS attackModel size=1.4b2026.0150
WS attackModel size=6.9b2026.0150
RS attackModel size=1.4b2026.0150
BT attackModel size=2.8b2026.0150
BT attackModel size=6.9b2026.0150
RECALLModel size=2.8b2026.0150
WS attackModel size=2.8b2026.0149
RS attackModel size=6.9b2026.0149
RS attackModel size=2.8b2026.0148