Membership Inference Attack on CDC Diabetes QIdemo
1AUCNNDR
Evaluation Results
| Method | Links | |
|---|---|---|
| NNDRData Generator=RankSwap2026.06 | 1 | |
| SynthDistanceData Generator=RankSwap2026.06 | 0.99 | |
| NNDRData Generator=TabDDPM2026.06 | 0.81 | |
| SynthDistanceData Generator=TabDDPM2026.06 | 0.8 | |
| RA-as-MIAData Generator=RankSwap, Membership Signal=RF Radv2026.06 | 0.77 | |
| RA-as-MIAData Generator=TabDDPM, Membership Signal=RF Radv2026.06 | 0.71 | |
| NNDRData Generator=Cell Supp.2026.06 | 0.64 | |
| SynthDistanceData Generator=Cell Supp.2026.06 | 0.62 | |
| NNDRData Generator=Synthpop2026.06 | 0.6 | |
| RA-as-MIAData Generator=Cell Supp., Membership Signal=RF Radv2026.06 | 0.6 | |
| SynthDistanceData Generator=Synthpop2026.06 | 0.57 | |
| NNDRData Generator=MST (ε=1000)2026.06 | 0.53 | |
| SynthDistanceData Generator=MST (ε=1000)2026.06 | 0.52 | |
| RA-as-MIAData Generator=Synthpop, Membership Signal=RF Radv2026.06 | 0.52 | |
| SynthDistanceData Generator=MST (ε=1)2026.06 | 0.51 | |
| NNDRData Generator=MST (ε=1)2026.06 | 0.51 | |
| RA-as-MIAData Generator=MST (ε=1), Membership Signal=RF Radv2026.06 | 0.51 | |
| RA-as-MIAData Generator=MST (ε=1000), Membership Signal=RF Radv2026.06 | 0.51 |