Classification on LPD (Accuracy, F1-score)
82.33AccuracyNP Baseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NP BaselineDownstream Model=FT-Transformer2026.04 | 82.33 | 87.86 | |
| NP BaselineDownstream Model=MLP2026.04 | 76.47 | 85.42 | |
| DPDSynDownstream Model=FT-Transformer2026.04 | 72.42 | 83.82 | |
| MSTDownstream Model=FT-Transformer2026.04 | 72.03 | 83.74 | |
| AIMDownstream Model=FT-Transformer2026.04 | 71.94 | 83.66 | |
| ABSynDownstream Model=FT-Transformer2026.04 | 71.24 | 82.19 | |
| DPDSynDownstream Model=MLP2026.04 | 70.86 | 82.45 | |
| DPDSynDownstream Model=SVM2026.04 | 70.85 | 82.57 | |
| PrivPetalDownstream Model=FT-Transformer2026.04 | 70.79 | 82.37 | |
| NP BaselineDownstream Model=SVM2026.04 | 70.77 | 82.4 | |
| AIMDownstream Model=MLP2026.04 | 70.51 | 82.69 | |
| MSTDownstream Model=MLP2026.04 | 70.51 | 82.7 | |
| MSTDownstream Model=SVM2026.04 | 70.51 | 82.7 | |
| AIMDownstream Model=SVM2026.04 | 70.46 | 82.65 | |
| ABSynDownstream Model=SVM2026.04 | 70.35 | 82.17 | |
| PrivPetalDownstream Model=MLP2026.04 | 70.29 | 82.48 | |
| PrivPetalDownstream Model=SVM2026.04 | 70.25 | 82.47 | |
| ABSynDownstream Model=MLP2026.04 | 69.18 | 81.08 | |
| MWEMDownstream Model=SVM2026.04 | 68.17 | 79.97 | |
| MWEMDownstream Model=FT-Transformer2026.04 | 67.61 | 76.1 | |
| MWEMDownstream Model=MLP2026.04 | 66.83 | 75.52 | |
| DP GANDownstream Model=SVM2026.04 | 49.23 | 50.59 | |
| DP GANDownstream Model=FT-Transformer2026.04 | 49.15 | 49.12 | |
| DP GANDownstream Model=MLP2026.04 | 49.05 | 47.99 | |
| PrivSynDownstream Model=FT-Transformer2026.04 | 33.62 | 24.35 | |
| PrivSynDownstream Model=MLP2026.04 | 30.63 | 7.27 | |
| PrivSynDownstream Model=SVM2026.04 | 29.49 | 0 |