Classification on Adult Dataset (acc, F1-score)
85.92AccuracyNP Baseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NP BaselineDownstream Model=FT-Transformer2026.04 | 85.92 | 65.87 | |
| NP BaselineDownstream Model=MLP2026.04 | 85.28 | 64.1 | |
| NP BaselineDownstream Model=SVM2026.04 | 84.52 | 61.31 | |
| DPDSynDownstream Model=MLP2026.04 | 84.29 | 62.6 | |
| DPDSynDownstream Model=FT-Transformer2026.04 | 84.29 | 62.88 | |
| DPDSynDownstream Model=SVM2026.04 | 83.98 | 59.91 | |
| ABSynDownstream Model=FT-Transformer2026.04 | 83.86 | 62.57 | |
| AIMDownstream Model=FT-Transformer2026.04 | 83.79 | 61.87 | |
| AIMDownstream Model=MLP2026.04 | 83.68 | 60.11 | |
| PrivMRFDownstream Model=FT-Transformer2026.04 | 83.66 | 62.88 | |
| ABSynDownstream Model=MLP2026.04 | 83.52 | 56.63 | |
| AIMDownstream Model=SVM2026.04 | 83.51 | 58.07 | |
| ABSynDownstream Model=SVM2026.04 | 83.47 | 56.98 | |
| PrivMRFDownstream Model=MLP2026.04 | 83.42 | 58.14 | |
| PrivMRFDownstream Model=SVM2026.04 | 83.31 | 57.35 | |
| PrivPetalDownstream Model=FT-Transformer2026.04 | 82.91 | 60.56 | |
| PrivPetalDownstream Model=MLP2026.04 | 82.37 | 55.11 | |
| PrivPetalDownstream Model=SVM2026.04 | 82.28 | 50.9 | |
| MSTDownstream Model=SVM2026.04 | 79.93 | 26.86 | |
| MWEMDownstream Model=SVM2026.04 | 79.18 | 23.56 | |
| MWEMDownstream Model=MLP2026.04 | 78.93 | 23.3 | |
| MSTDownstream Model=MLP2026.04 | 78.45 | 16.92 | |
| MWEMDownstream Model=FT-Transformer2026.04 | 78.32 | 26.76 | |
| MSTDownstream Model=FT-Transformer2026.04 | 77.71 | 16.23 | |
| PrivSynDownstream Model=SVM2026.04 | 76.53 | 3.92 | |
| PrivSynDownstream Model=MLP2026.04 | 74.26 | 8.88 | |
| PrivSynDownstream Model=FT-Transformer2026.04 | 69.59 | 13.55 | |
| DP GANDownstream Model=FT-Transformer2026.04 | 56.04 | 24.49 | |
| DP GANDownstream Model=MLP2026.04 | 54.09 | 23.2 | |
| DP GANDownstream Model=SVM2026.04 | 53.06 | 26.72 |