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Membership Inference Attack on Pile CC

1.7TPR @ 1%

ReproMIA

Updated 17d ago

Evaluation Results

Method
ReproMIA 2026.03	1.7	-	-	-
Ref 2026.03	1.4	-	-	-
ReproMIA 2026.03	1.4	-	-	-
ReproMIA 2026.03	1.4	-	-	-
Min-K%++ 2026.03	1.3	-	-	-
Ref 2026.03	1.2	-	-	-
Min-K%++ 2026.03	1.2	-	-	-
Zlib 2026.03	1.1	-	-	-
Zlib 2026.03	1.1	-	-	-
Min-K%++ 2026.03	1	-	-	-
Ref 2026.03	0.9	-	-	-
Ref 2026.03	0.9	-	-	-
Zlib 2026.03	0.9	-	-	-
Min-K% 2026.03	0.9	-	-	-
Loss 2026.03	0.8	-	-	-
Loss 2026.03	0.8	-	-	-
Loss 2026.03	0.8	-	-	-
ReproMIA 2026.03	0.8	-	-	-
Loss 2026.03	0.7	-	-	-
Ref 2026.03	0.7	-	-	-
Min-K% 2026.03	0.7	-	-	-
Min-K% 2026.03	0.7	-	-	-
ReCaLL 2026.03	0.7	-	-	-
Zlib 2026.03	0.6	-	-	-
Min-K% 2026.03	0.6	-	-	-
Min-K% 2026.03	0.6	-	-	-
Min-K%++ 2026.03	0.6	-	-	-
ReCaLL 2026.03	0.6	-	-	-
ReCaLL 2026.03	0.6	-	-	-
Loss 2026.03	0.5	-	-	-
Zlib 2026.03	0.5	-	-	-
Min-K%++ 2026.03	0.5	-	-	-
ReCaLL 2026.03	0.5	-	-	-
ReproMIA 2026.03	0.5	-	-	-
ReCaLL 2026.03	0.4	-	-	-
SAMA 2026.01	0.115	0.778	0.408	0.009
SAMA 2026.01	0.096	0.745	0.382	0.011
Min-K% 2026.01	0.017	0.529	0.131	0.002
Ratio 2026.01	0.015	0.526	0.128	0.001
Ratio 2026.01	0.015	0.604	0.156	0.002
Loss 2026.01	0.012	0.502	0.105	0.002
Loss 2026.01	0.011	0.497	0.101	0.001
SecMI 2026.01	0.01	0.508	0.106	0.001
Neighbor 2026.01	0.01	0.505	0.096	0.001
SecMI 2026.01	0.01	0.515	0.108	0.001
Lowercase 2026.01	0.009	0.514	0.103	0.001
CON-Recall 2026.01	0.009	0.496	0.1	0
Neighbor 2026.01	0.009	0.502	0.093	0
Lowercase 2026.01	0.009	0.518	0.102	0.001
ReCall 2026.01	0.009	0.5	0.096	0
CON-Recall 2026.01	0.009	0.498	0.106	0
PIA 2026.01	0.009	0.509	0.103	0
ZLIB 2026.01	0.008	0.488	0.093	0
ReCall 2026.01	0.008	0.498	0.095	0
PIA 2026.01	0.008	0.501	0.097	0
Min-K% 2026.01	0.008	0.491	0.095	0.001
Min-K%++ 2026.01	0.007	0.49	0.098	0.001
ZLIB 2026.01	0.007	0.491	0.095	0.001
Min-K%++ 2026.01	0.007	0.491	0.113	0.001
BoWs 2026.01	0.003	0.48	0.092	0.001
BoWs 2026.01	0.003	0.48	0.092	0.001