Membership Inference Attack on AD
51.3Success RateDP-CTGAN
Evaluation Results
| Method | Links | |
|---|---|---|
| DP-CTGANGenerator=DP-CTGAN, Differential Privacy=Yes, Privacy Budget (epsilon)=12026.02 | 51.3 | |
| DP-CTGANGenerator=DP-CTGAN, Differential Privacy=Yes, Privacy Budget (epsilon)=102026.02 | 51.2 | |
| DP-TVAEGenerator=DP-TVAE, Differential Privacy=Yes, Privacy Budget (epsilon)=12026.02 | 50.9 | |
| DP-TVAEGenerator=DP-TVAE, Differential Privacy=Yes, Privacy Budget (epsilon)=∞2026.02 | 50.8 | |
| TabDiffGenerator=TabDiff, Differential Privacy=None2026.02 | 50.7 | |
| CTGANGenerator=CTGAN, Differential Privacy=None2026.02 | 50.5 | |
| DP-TVAEGenerator=DP-TVAE, Differential Privacy=Yes, Privacy Budget (epsilon)=102026.02 | 50.2 | |
| DP-CTGANGenerator=DP-CTGAN, Differential Privacy=Yes, Privacy Budget (epsilon)=52026.02 | 49.7 | |
| TVAEGenerator=TVAE, Differential Privacy=None2026.02 | 49.6 | |
| Gauss.Generator=Gauss., Differential Privacy=None2026.02 | 49.1 | |
| DP-TVAEGenerator=DP-TVAE, Differential Privacy=Yes, Privacy Budget (epsilon)=52026.02 | 48.4 | |
| DP-CTGANGenerator=DP-CTGAN, Differential Privacy=Yes, Privacy Budget (epsilon)=∞2026.02 | 47.5 |