Membership Inference Attack on Challenge Set (third-party evaluation)
53.42AccuracyEnsemble MIA
Evaluation Results
| Method | Links | |
|---|---|---|
| Ensemble MIAPrivacy Tier=No DP2026.04 | 53.42 | |
| Ensemble MIAPrivacy Tier=Low Privacy (ϵ = 200)2026.04 | 38.36 | |
| Baseline 2Privacy Tier=No DP2026.04 | 30.14 | |
| Baseline 1Privacy Tier=Low Privacy (ϵ = 200)2026.04 | 28.77 | |
| Baseline 3Privacy Tier=No DP2026.04 | 27.4 | |
| Baseline 4Privacy Tier=High Privacy (ϵ = 10)2026.04 | 27.4 | |
| Baseline 1Privacy Tier=No DP2026.04 | 26.03 | |
| Baseline 1Privacy Tier=High Privacy (ϵ = 10)2026.04 | 26.03 | |
| Baseline 2Privacy Tier=High Privacy (ϵ = 10)2026.04 | 26.03 | |
| Baseline 3Privacy Tier=Low Privacy (ϵ = 200)2026.04 | 26.03 | |
| Baseline 4Privacy Tier=No DP2026.04 | 26.03 | |
| Ensemble MIAPrivacy Tier=High Privacy (ϵ = 10)2026.04 | 24.66 | |
| Baseline 5Privacy Tier=Low Privacy (ϵ = 200)2026.04 | 23.29 | |
| Baseline 2Privacy Tier=Low Privacy (ϵ = 200)2026.04 | 20.55 | |
| Baseline 3Privacy Tier=High Privacy (ϵ = 10)2026.04 | 20.55 | |
| Baseline 6Privacy Tier=High Privacy (ϵ = 10)2026.04 | 20.55 | |
| Baseline 4Privacy Tier=Low Privacy (ϵ = 200)2026.04 | 19.18 | |
| Baseline 5Privacy Tier=No DP2026.04 | 17.81 | |
| Baseline 6Privacy Tier=Low Privacy (ϵ = 200)2026.04 | 17.81 | |
| Baseline 5Privacy Tier=High Privacy (ϵ = 10)2026.04 | 13.7 | |
| Baseline 6Privacy Tier=No DP2026.04 | 10.96 | |
| Baseline 7Privacy Tier=High Privacy (ϵ = 10)2026.04 | 8.22 | |
| Baseline 7Privacy Tier=No DP2026.04 | 5.48 | |
| Baseline 7Privacy Tier=Low Privacy (ϵ = 200)2026.04 | 4.11 |