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Membership Inference Attack on GitHub

0.876AUC

SAMA

Updated 26d ago

Evaluation Results

Method	Links
SAMA 2026.01		0.876	64.7	25.9	7.5	-
SAMA 2026.01		0.806	49.8	16.8	4.2	-
AutoMIA 2026.03		0.75	-	13.4	-	35.1
Ratio 2026.01		0.743	35.5	8.1	1.7	-
OpenEvolve 2026.03		0.719	-	5.2	-	22.4
Hallinan et al. 2026.03		0.664	-	2.2	-	20.9
BoWs 2026.01		0.656	30.6	15.4	5.9	-
BoWs 2026.01		0.656	30.6	15.4	5.9	-
AutoMIA 2026.03		0.653	-	14.2	-	21.6
Hallinan et al. 2026.03		0.62	-	11.2	-	15.7
OpenEvolve 2026.03		0.609	-	10.4	-	14.2
SecMI 2026.01		0.604	19	4.4	1.9	-
Lowercase 2026.01		0.579	17.8	4.4	0.8	-
PIA 2026.01		0.571	13.1	1.2	0.1	-
ReCall 2026.01		0.562	18.7	3.7	0.7	-
ZLIB 2026.01		0.561	20.5	4.5	0.7	-
ZLIB 2026.01		0.558	16.8	2.8	0.4	-
Loss 2026.01		0.551	16.1	3.6	0.7	-
Ratio 2026.01		0.549	16.2	2.9	0.4	-
CON-Recall 2026.01		0.549	16.8	2.7	0.5	-
SecMI 2026.01		0.537	14.9	2.5	0.4	-
ReCall 2026.01		0.531	14.2	2.3	0.3	-
Min-K% 2026.01		0.53	17.1	3.9	0.7	-
Loss 2026.01		0.524	12.8	1.8	0.2	-
CON-Recall 2026.01		0.523	13.4	1.9	0.2	-
Min-K% 2026.01		0.515	11.9	2.1	0.3	-
PIA 2026.01		0.509	11.3	1.3	0.1	-
Lowercase 2026.01		0.498	10.4	1.4	0.1	-
Min-K%++ 2026.01		0.496	11.7	1.6	0.3	-
Min-K%++ 2026.01		0.483	9.4	1.1	0.1	-
Neighbor 2026.01		0.479	8.2	0.7	0	-
Neighbor 2026.01		0.478	7.2	0.8	0	-