| \begin{table}[t] | |
| \centering | |
| \small | |
| \begin{tabular}{llrrrrr} | |
| \toprule | |
| Model & Channel & Low dyn. & High dyn. & Abs. drop & Rel. drop & Robustness rank \\ | |
| \midrule | |
| tvae & continuous & 0.706 & 0.851 & -0.145 & -0.205 & 1 \\ | |
| ctgan & continuous & 0.691 & 0.789 & -0.097 & -0.141 & 2 \\ | |
| realtabformer & continuous & 0.805 & 0.873 & -0.068 & -0.084 & 3 \\ | |
| tabpfgen & continuous & 0.974 & 0.992 & -0.018 & -0.019 & 4 \\ | |
| tabddpm & continuous & 0.988 & 0.999 & -0.011 & -0.011 & 5 \\ | |
| tabbyflow & continuous & 0.983 & 0.987 & -0.004 & -0.004 & 6 \\ | |
| tabsyn & continuous & 0.982 & 0.983 & -0.001 & -0.001 & 7 \\ | |
| goggle & continuous & 0.000 & 0.000 & 0.000 & -- & 8 \\ | |
| cdtd & continuous & 0.002 & 0.000 & 0.002 & \textcolor{red}{1.000} & 9 \\ | |
| bayesnet & continuous & 0.995 & 0.991 & 0.004 & 0.004 & 10 \\ | |
| tabdiff & continuous & 0.999 & 0.995 & 0.004 & 0.004 & 11 \\ | |
| forestdiffusion & continuous & 0.973 & 0.920 & 0.053 & 0.054 & 12 \\ | |
| arf & continuous & 0.715 & 0.624 & 0.091 & 0.127 & 13 \\ | |
| codi & continuous & 0.998 & -- & -- & -- & 14 \\ | |
| codi & discrete & 0.000 & 0.000 & 0.000 & -- & 1 \\ | |
| goggle & discrete & 0.000 & 0.000 & 0.000 & -- & 2 \\ | |
| tabddpm & discrete & 0.003 & 0.000 & 0.003 & \textcolor{red}{1.000} & 3 \\ | |
| arf & discrete & 0.807 & 0.768 & 0.039 & 0.049 & 4 \\ | |
| cdtd & discrete & 0.067 & 0.000 & 0.067 & 0.998 & 5 \\ | |
| tabpfgen & discrete & 0.883 & 0.788 & 0.095 & 0.108 & 6 \\ | |
| tabdiff & discrete & 0.106 & 0.000 & 0.106 & \textcolor{red}{1.000} & 7 \\ | |
| ctgan & discrete & 0.894 & 0.625 & 0.270 & 0.302 & 8 \\ | |
| tabsyn & discrete & 0.323 & 0.000 & 0.323 & \textcolor{red}{1.000} & 9 \\ | |
| tvae & discrete & 0.641 & 0.313 & 0.327 & 0.511 & 10 \\ | |
| tabbyflow & discrete & 0.347 & 0.000 & 0.347 & \textcolor{red}{1.000} & 11 \\ | |
| realtabformer & discrete & 0.934 & 0.409 & 0.525 & 0.562 & 12 \\ | |
| bayesnet & discrete & 0.895 & 0.295 & 0.600 & 0.671 & 13 \\ | |
| forestdiffusion & discrete & 0.000 & -- & -- & -- & 14 \\ | |
| \bottomrule | |
| \end{tabular} | |
| \caption{High-dynamic robustness from low to high difficulty.} | |
| \end{table} |