Tabular Data Watermarking on Default
93.4DensityTabWak*
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TabWak*Batch size=1K rows, Detector=row-level2025.11 | 93.4 | 0.912 | 0.723 | 0.775 | 10.49 | 0 | 100 | |
| TabWak*Batch size=5K rows, Detector=row-level2025.11 | 93.4 | 0.912 | 0.723 | 0.775 | 23.6 | 0 | 100 | |
| W/O2025.11 | 93 | 0.907 | 0.717 | 0.797 | — | — | — | |
| TAB-DRWBatch size=1K rows, Detector=row-level, Hyperparameters (gamma, delta)=(0.5, 0.5)2025.11 | 92.9 | 0.907 | 0.717 | 0.791 | 15.98 | 0 | 100 | |
| TAB-DRWBatch size=5K rows, Detector=row-level, Hyperparameters (gamma, delta)=(0.5, 0.5)2025.11 | 92.9 | 0.907 | 0.717 | 0.791 | 35.84 | 0 | 100 | |
| MUSEBatch size=1K rows, Detector=row-level2025.11 | 92.8 | 0.907 | 0.714 | 0.79 | 15.5 | 0 | 100 | |
| MUSEBatch size=5K rows, Detector=row-level2025.11 | 92.8 | 0.907 | 0.714 | 0.79 | 34.42 | 0 | 100 | |
| TabularMarkBatch size=1K rows, Detector=cell-based2025.11 | 92.7 | 0.902 | 0.718 | 0.796 | 9.526 | 0 | 89 | |
| TabularMarkBatch size=5K rows, Detector=cell-based2025.11 | 92.7 | 0.902 | 0.718 | 0.796 | 23.94 | 0 | 100 | |
| GLWBatch size=1K rows, Detector=row-level2025.11 | 92.6 | 0.906 | 0.71 | 0.787 | 12.1 | 0 | 100 | |
| GLWBatch size=5K rows, Detector=row-level2025.11 | 92.6 | 0.906 | 0.71 | 0.787 | 27.08 | 0 | 100 |