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Membership Inference Attack on Challenge Set (third-party evaluation)

53.42AccuracyEnsemble MIA
2.137615.451328.76542.0787Apr 14, 2026

Evaluation results

MethodLinks
Ensemble MIAPrivacy Tier=No DP2026.0453.42
Ensemble MIAPrivacy Tier=Low Privacy (ϵ = 200)2026.0438.36
Baseline 2Privacy Tier=No DP2026.0430.14
Baseline 1Privacy Tier=Low Privacy (ϵ = 200)2026.0428.77
Baseline 3Privacy Tier=No DP2026.0427.4
Baseline 4Privacy Tier=High Privacy (ϵ = 10)2026.0427.4
Baseline 1Privacy Tier=No DP2026.0426.03
Baseline 1Privacy Tier=High Privacy (ϵ = 10)2026.0426.03
Baseline 2Privacy Tier=High Privacy (ϵ = 10)2026.0426.03
Baseline 3Privacy Tier=Low Privacy (ϵ = 200)2026.0426.03
Baseline 4Privacy Tier=No DP2026.0426.03
Ensemble MIAPrivacy Tier=High Privacy (ϵ = 10)2026.0424.66
Baseline 5Privacy Tier=Low Privacy (ϵ = 200)2026.0423.29
Baseline 2Privacy Tier=Low Privacy (ϵ = 200)2026.0420.55
Baseline 3Privacy Tier=High Privacy (ϵ = 10)2026.0420.55
Baseline 6Privacy Tier=High Privacy (ϵ = 10)2026.0420.55
Baseline 4Privacy Tier=Low Privacy (ϵ = 200)2026.0419.18
Baseline 5Privacy Tier=No DP2026.0417.81
Baseline 6Privacy Tier=Low Privacy (ϵ = 200)2026.0417.81
Baseline 5Privacy Tier=High Privacy (ϵ = 10)2026.0413.7
Baseline 6Privacy Tier=No DP2026.0410.96
Baseline 7Privacy Tier=High Privacy (ϵ = 10)2026.048.22
Baseline 7Privacy Tier=No DP2026.045.48
Baseline 7Privacy Tier=Low Privacy (ϵ = 200)2026.044.11