Tabular Data Watermarking on Adult
92.2DensityW/O
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| W/O2025.11 | 92.2 | 87.2 | 61.1 | 82.4 | — | — | — | |
| TabularMarkBatch size=1K rows, Detector=cell-based2025.11 | 92.2 | 87.2 | 59.8 | 82.3 | 9.674 | 0 | 89 | |
| TabularMarkBatch size=5K rows, Detector=cell-based2025.11 | 92.2 | 87.2 | 59.8 | 82.3 | 22.53 | 0 | 100 | |
| MUSEBatch size=1K rows, Detector=row-level2025.11 | 92.1 | 87.7 | 59.9 | 82.3 | 6.712 | 0 | 78 | |
| MUSEBatch size=5K rows, Detector=row-level2025.11 | 92.1 | 87.7 | 59.9 | 82.3 | 14.81 | 0 | 100 | |
| TAB-DRWBatch size=1K rows, Detector=row-level, Hyperparameters (gamma, delta)=(0.5, 0.5)2025.11 | 91.5 | 86.4 | 60.4 | 81.6 | 12.81 | 0 | 100 | |
| TAB-DRWBatch size=5K rows, Detector=row-level, Hyperparameters (gamma, delta)=(0.5, 0.5)2025.11 | 91.5 | 86.4 | 60.4 | 81.6 | 29.55 | 0 | 100 | |
| GLWBatch size=1K rows, Detector=row-level2025.11 | 91.2 | 87.1 | 60.4 | 82.1 | 7.293 | 0 | 91 | |
| GLWBatch size=5K rows, Detector=row-level2025.11 | 91.2 | 87.1 | 60.4 | 82.1 | 16.54 | 0 | 100 | |
| TabWak*Batch size=1K rows, Detector=row-level2025.11 | 91.2 | 86.3 | 60.4 | 79.3 | 6.796 | 0 | 78 | |
| TabWak*Batch size=5K rows, Detector=row-level2025.11 | 91.2 | 86.3 | 60.4 | 79.3 | 15.67 | 0 | 100 |