TABLE IV:
Test AUROC results under different pre-training schemas.
| Methods | Schema | Datasets | |||||||
|---|---|---|---|---|---|---|---|---|---|
| CG | CA | DS | AD | CB | BL | IO | IC | ||
| TransTab | Self-VPCL | 0.777 | 0.837 | 0.626 | 0.907 | 0.819 | 0.843 | 0.823 | 0.919 |
| VPCL | 0.776 | 0.858 | 0.637 | 0.907 | 0.862 | 0.844 | 0.819 | 0.919 | |
| UniTabE | FT | 0.790 | 0.940 | 0.660 | 0.910 | 0.880 | 0.840 | 0.760 | — |
| MambaTab | SSL | 0.804 | 0.967 | 0.649 | 0.909 | 0.880 | 0.857 | 0.786 | 0.909 |