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Membership Inference Attack on HackerNews

0.657AUC

SAMA

Updated 1mo ago

Evaluation Results

Method	Links
SAMA 2026.01		0.657	0.215	0.027	0.003
SAMA 2026.01		0.615	0.186	0.024	0.003
Ratio 2026.01		0.575	0.146	0.013	0
Neighbor 2026.01		0.546	0.148	0.021	0.001
Ratio 2026.01		0.535	0.141	0.018	0.001
BoWs 2026.01		0.527	0.128	0.009	0.001
BoWs 2026.01		0.527	0.128	0.009	0.001
SecMI 2026.01		0.523	0.125	0.013	0.001
Neighbor 2026.01		0.52	0.123	0.009	0.001
Min-K% 2026.01		0.518	0.121	0.016	0.002
SecMI 2026.01		0.511	0.117	0.013	0.001
ZLIB 2026.01		0.507	0.112	0.012	0.001
CON-Recall 2026.01		0.501	0.098	0.015	0
Min-K%++ 2026.01		0.499	0.108	0.011	0.001
ReCall 2026.01		0.496	0.102	0.009	0
Loss 2026.01		0.495	0.118	0.01	0
ReCall 2026.01		0.494	0.09	0.01	0
PIA 2026.01		0.494	0.086	0.014	0
Min-K% 2026.01		0.492	0.108	0.013	0.001
Loss 2026.01		0.491	0.095	0.008	0
CON-Recall 2026.01		0.488	0.092	0.008	0
PIA 2026.01		0.486	0.09	0.009	0
ZLIB 2026.01		0.486	0.083	0.009	0.001
Min-K%++ 2026.01		0.486	0.1	0.008	0.002
Lowercase 2026.01		0.483	0.074	0.007	0.001
Lowercase 2026.01		0.482	0.086	0.007	0.001