Tabular Data Generation on MAR Benchmark 90 Scenarios (aggregated)
17.8Alpha PrecisionTVAE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TVAEMissingness Awareness=Missing-unaware, Augmentation Strategy=None2026.06 | 17.8 | 18.4 | 17.6 | 18.7 | 15.8 | 17.7 | |
| ARFMissingness Awareness=Missing-unaware, Augmentation Strategy=None2026.06 | 17 | 18.4 | 20.5 | 20.2 | 17 | 18.6 | |
| TabDiffMissingness Awareness=Missing-unaware, Augmentation Strategy=None2026.06 | 16.1 | 11.1 | 12.3 | 13.2 | 11.7 | 12.9 | |
| MissDiffMissingness Awareness=Missing-aware, Augmentation Strategy=None2026.06 | 16 | 17.1 | 14.1 | 16.7 | 16.9 | 16.2 | |
| TabDDPMMissingness Awareness=Missing-unaware, Augmentation Strategy=None2026.06 | 15.3 | 12.5 | 15.2 | 13.6 | 12.8 | 13.9 | |
| TabSynMissingness Awareness=Missing-unaware, Augmentation Strategy=None2026.06 | 14.1 | 13.5 | 12.5 | 13.8 | 12.6 | 13.3 | |
| CTGANMissingness Awareness=Missing-unaware, Augmentation Strategy=None2026.06 | 13.5 | 16.8 | 16.1 | 16.8 | 17.9 | 16.2 | |
| CDTDMissingness Awareness=Missing-unaware, Augmentation Strategy=None2026.06 | 13.1 | 14.3 | 13 | 15.4 | 12.3 | 13.6 | |
| DiffPuterMissingness Awareness=Missing-aware, Augmentation Strategy=None2026.06 | 11.7 | 14.2 | 13.1 | 12.6 | 17.6 | 13.8 | |
| CTGAN + AugFullMissingness Awareness=Missing-unaware, Augmentation Strategy=AugFull2026.06 | 11.7 | 13.3 | 11.7 | 10.5 | 14.7 | 12.4 | |
| TVAE + AugFullMissingness Awareness=Missing-unaware, Augmentation Strategy=AugFull2026.06 | 11.6 | 11.8 | 10.2 | 10.3 | 10.5 | 10.9 | |
| ForestDiffMissingness Awareness=Missing-aware, Augmentation Strategy=None2026.06 | 10.9 | 6.3 | 9.5 | 11.6 | 7.8 | 9.2 | |
| ARF + AugFullMissingness Awareness=Missing-unaware, Augmentation Strategy=AugFull2026.06 | 8.9 | 11.8 | 18.2 | 11.2 | 11.2 | 12.3 | |
| TabDDPM + AugFullMissingness Awareness=Missing-unaware, Augmentation Strategy=AugFull2026.06 | 8.2 | 6.5 | 9 | 8 | 6.3 | 7.6 | |
| TabDDPM + AugMaskMissingness Awareness=Missing-unaware, Augmentation Strategy=AugMask2026.06 | 8.1 | 5.7 | 8.9 | 6.9 | 5.2 | 6.9 | |
| MIWAEMissingness Awareness=Missing-aware, Augmentation Strategy=None2026.06 | 7.2 | 10.2 | 8.9 | 8.2 | 10.3 | 9 | |
| TabDiff + AugFullMissingness Awareness=Missing-unaware, Augmentation Strategy=AugFull2026.06 | 6.6 | 4.4 | 3.7 | 4.5 | 5 | 4.8 | |
| TabSyn + AugFullMissingness Awareness=Missing-unaware, Augmentation Strategy=AugFull2026.06 | 6.1 | 7.3 | 3.6 | 4.1 | 6.5 | 5.5 | |
| CDTD + AugFullMissingness Awareness=Missing-unaware, Augmentation Strategy=AugFull2026.06 | 4.8 | 6.6 | 4.4 | 5.1 | 6 | 5.4 | |
| TabDiff + AugMaskMissingness Awareness=Missing-unaware, Augmentation Strategy=AugMask2026.06 | 4.7 | 3.6 | 2.9 | 3.2 | 2.9 | 3.5 | |
| CDTD + AugMaskMissingness Awareness=Missing-unaware, Augmentation Strategy=AugMask2026.06 | 3.8 | 4.4 | 3.5 | 3.9 | 5.3 | 4.2 |