Share your thoughts, 1 month free Claude Pro on usSee more

Membership Inference Attack on Wikipedia en

0.79AUC

SAMA

Updated 1mo ago

Evaluation Results

Method	Links
SAMA 2026.01		0.79	0.433	0.136	0.008
SAMA 2026.01		0.764	0.426	0.112	0.016
Ratio 2026.01		0.653	0.184	0.011	0
Lowercase 2026.01		0.535	0.107	0.013	0.001
Neighbor 2026.01		0.527	0.118	0.018	0.002
Ratio 2026.01		0.523	0.121	0.014	0.001
SecMI 2026.01		0.522	0.101	0.015	0.009
PIA 2026.01		0.522	0.12	0.011	0.001
ZLIB 2026.01		0.519	0.124	0.017	0.002
SecMI 2026.01		0.514	0.109	0.011	0.001
Lowercase 2026.01		0.509	0.099	0.01	0.001
PIA 2026.01		0.507	0.103	0.009	0
ReCall 2026.01		0.506	0.103	0.01	0
ReCall 2026.01		0.504	0.101	0.009	0
Neighbor 2026.01		0.504	0.101	0.009	0.001
Min-K%++ 2026.01		0.501	0.107	0.007	0
CON-Recall 2026.01		0.498	0.092	0.008	0
Loss 2026.01		0.495	0.087	0.01	0.003
ZLIB 2026.01		0.495	0.093	0.008	0
Loss 2026.01		0.493	0.089	0.009	0.001
CON-Recall 2026.01		0.493	0.092	0.008	0
Min-K%++ 2026.01		0.488	0.118	0.004	0
Min-K% 2026.01		0.483	0.077	0.008	0
Min-K% 2026.01		0.482	0.07	0.008	0
BoWs 2026.01		0.471	0.084	0.003	0.001
BoWs 2026.01		0.471	0.084	0.003	0.001