Tabular Data Synthesis on steel (Inverse KL)
0.21Inverse KL DivergenceTabDDPM
Evaluation Results
| Method | Links | |
|---|---|---|
| TabDDPMN_real=502024.09 | 0.21 | |
| TabDDPMN_real=1002024.09 | 0.21 | |
| TabDDPMN_real=2002024.09 | 0.22 | |
| TabDDPMN_real=5002024.09 | 0.22 | |
| TabDDPMN_real=202024.09 | 0.23 | |
| GOGGLEN_real=2002024.09 | 0.25 | |
| GOGGLEN_real=5002024.09 | 0.27 | |
| GOGGLEN_real=1002024.09 | 0.29 | |
| GOGGLEN_real=502024.09 | 0.3 | |
| GOGGLEN_real=202024.09 | 0.37 | |
| CTGANN_real=202024.09 | 0.42 | |
| TabPFGenN_real=202024.09 | 0.42 | |
| NFLOWN_real=202024.09 | 0.44 | |
| TVAEN_real=202024.09 | 0.45 | |
| ARFN_real=202024.09 | 0.46 | |
| SMOTEN_real=202024.09 | 0.47 | |
| TVAEN_real=2002024.09 | 0.55 | |
| TVAEN_real=5002024.09 | 0.55 | |
| CTGANN_real=502024.09 | 0.58 | |
| TVAEN_real=502024.09 | 0.59 | |
| TVAEN_real=1002024.09 | 0.59 | |
| NFLOWN_real=502024.09 | 0.6 | |
| TabPFGenN_real=502024.09 | 0.62 | |
| CTGANN_real=1002024.09 | 0.62 | |
| ARFN_real=502024.09 | 0.63 | |
| SMOTEN_real=502024.09 | 0.65 | |
| NFLOWN_real=1002024.09 | 0.66 | |
| ARFN_real=1002024.09 | 0.66 | |
| CTGANN_real=2002024.09 | 0.66 | |
| CTGANN_real=5002024.09 | 0.66 | |
| ARFN_real=2002024.09 | 0.68 | |
| NFLOWN_real=2002024.09 | 0.69 | |
| NFLOWN_real=5002024.09 | 0.69 | |
| TabEBMN_real=202024.09 | 0.7 | |
| SMOTEN_real=1002024.09 | 0.7 | |
| ARFN_real=5002024.09 | 0.7 | |
| TabPFGenN_real=1002024.09 | 0.72 | |
| SMOTEN_real=2002024.09 | 0.73 | |
| SMOTEN_real=5002024.09 | 0.74 | |
| TabPFGenN_real=2002024.09 | 0.75 | |
| TabPFGenN_real=5002024.09 | 0.78 | |
| TabEBMN_real=502024.09 | 0.83 | |
| TabEBMN_real=1002024.09 | 0.89 | |
| TabEBMN_real=2002024.09 | 0.91 | |
| TabEBMN_real=5002024.09 | 0.93 |