Membership Inference Attack on California
0.992AUCTabDDPM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TabDDPMEvaluation Setting=Merged2026.05 | 0.992 | — | — | 90.8 | 99.2 | |
| TabDiffEvaluation Setting=Merged2026.05 | 0.967 | — | — | 71.4 | 87.4 | |
| TabDiffEvaluation Setting=FERMI2026.05 | 0.935 | — | — | 55 | 75.2 | |
| TabDDPMEvaluation Setting=FERMI2026.05 | 0.915 | — | — | 49.6 | 72.2 | |
| DCRTarget Generator=CLAVADDPM2026.02 | 0.79 | 0 | 1 | 11 | — | |
| MergedThreat model=Black-box, Generator=TabDDPM2026.05 | 0.755 | — | — | 37.4 | 49.6 | |
| FERMIThreat model=Black-box, Generator=TabDDPM2026.05 | 0.725 | — | — | 25 | 42.4 | |
| MCTarget Generator=CLAVADDPM2026.02 | 0.71 | 0 | 0 | 2 | — | |
| MT-MIATarget Generator=CLAVADDPM2026.02 | 0.7 | 4 | 6 | 13 | — | |
| Single-tableThreat model=Black-box, Generator=TabDDPM2026.05 | 0.687 | — | — | 20.8 | 34.8 | |
| TabSynEvaluation Setting=Merged2026.05 | 0.574 | — | — | 3.6 | 14.4 | |
| DCRTarget Generator=REALTABFORMER2026.02 | 0.57 | 0 | 0 | 2 | — | |
| Density Est.Target Generator=CLAVADDPM2026.02 | 0.56 | 0 | 0 | 1 | — | |
| MCTarget Generator=REALTABFORMER2026.02 | 0.55 | 0 | 0 | 1 | — | |
| TabSynEvaluation Setting=FERMI2026.05 | 0.529 | — | — | 1.8 | 14.4 | |
| MT-MIATarget Generator=REALTABFORMER2026.02 | 0.52 | 0 | 0 | 2 | — |