Tabular Data Synthesis Fidelity on biodeg
0.43KS Statistic (Mean)TabDDPM
Evaluation Results
| Method | Links | |
|---|---|---|
| TabDDPMN_real=2002024.09 | 0.43 | |
| TabDDPMN_real=5002024.09 | 0.43 | |
| TabDDPMNreal=2002024.09 | 0.43 | |
| TabDDPMNreal=5002024.09 | 0.43 | |
| TabDDPMN_real=1002024.09 | 0.46 | |
| TabDDPMNreal=1002024.09 | 0.46 | |
| TabDDPMN_real=502024.09 | 0.48 | |
| TabDDPMNreal=502024.09 | 0.48 | |
| TVAEN_real=5002024.09 | 0.49 | |
| TVAENreal=5002024.09 | 0.5 | |
| TVAEN_real=2002024.09 | 0.51 | |
| CTGANN_real=5002024.09 | 0.51 | |
| TVAENreal=2002024.09 | 0.52 | |
| CTGANNreal=5002024.09 | 0.52 | |
| SMOTEN_real=2002024.09 | 0.53 | |
| CTGANN_real=2002024.09 | 0.53 | |
| SMOTEN_real=5002024.09 | 0.53 | |
| SMOTENreal=2002024.09 | 0.53 | |
| CTGANNreal=2002024.09 | 0.53 | |
| SMOTENreal=5002024.09 | 0.53 | |
| NFLOWN_real=5002024.09 | 0.54 | |
| TabDDPMN_real=202024.09 | 0.55 | |
| SMOTEN_real=1002024.09 | 0.55 | |
| TVAEN_real=1002024.09 | 0.55 | |
| NFLOWN_real=2002024.09 | 0.55 | |
| ARFN_real=2002024.09 | 0.55 | |
| GOGGLEN_real=2002024.09 | 0.55 | |
| ARFN_real=5002024.09 | 0.55 | |
| TVAENreal=1002024.09 | 0.55 | |
| ARFNreal=2002024.09 | 0.55 | |
| GOGGLENreal=2002024.09 | 0.55 | |
| NFLOWNreal=5002024.09 | 0.55 | |
| TabPFGenN_real=202024.09 | 0.56 | |
| SMOTEN_real=502024.09 | 0.56 | |
| GOGGLEN_real=5002024.09 | 0.56 | |
| TabDDPMNreal=202024.09 | 0.56 | |
| SMOTENreal=1002024.09 | 0.56 | |
| NFLOWNreal=2002024.09 | 0.56 | |
| ARFNreal=5002024.09 | 0.56 | |
| GOGGLENreal=5002024.09 | 0.56 | |
| TVAEN_real=502024.09 | 0.57 | |
| CTGANN_real=1002024.09 | 0.57 | |
| TabPFGenN_real=2002024.09 | 0.57 | |
| TabPFGenN_real=5002024.09 | 0.57 | |
| SMOTENreal=502024.09 | 0.57 | |
| TVAENreal=502024.09 | 0.57 | |
| CTGANNreal=1002024.09 | 0.57 | |
| TabPFGenNreal=5002024.09 | 0.57 | |
| CTGANN_real=502024.09 | 0.58 | |
| ARFN_real=502024.09 | 0.58 | |
| NFLOWN_real=1002024.09 | 0.58 | |
| ARFN_real=1002024.09 | 0.58 | |
| TabPFGenN_real=1002024.09 | 0.58 | |
| ARFNreal=1002024.09 | 0.58 | |
| TabPFGenNreal=2002024.09 | 0.58 | |
| NFLOWN_real=502024.09 | 0.59 | |
| TabPFGenN_real=502024.09 | 0.59 | |
| GOGGLEN_real=1002024.09 | 0.59 | |
| TabPFGenNreal=202024.09 | 0.59 | |
| CTGANNreal=502024.09 | 0.59 | |
| ARFNreal=502024.09 | 0.59 | |
| NFLOWNreal=1002024.09 | 0.59 | |
| GOGGLENreal=1002024.09 | 0.59 | |
| TabPFGenNreal=1002024.09 | 0.59 | |
| NFLOWNreal=502024.09 | 0.6 | |
| SMOTEN_real=202024.09 | 0.61 | |
| TVAEN_real=202024.09 | 0.61 | |
| TabPFGenNreal=502024.09 | 0.61 | |
| ARFN_real=202024.09 | 0.62 | |
| TVAENreal=202024.09 | 0.62 | |
| CTGANN_real=202024.09 | 0.63 | |
| NFLOWN_real=202024.09 | 0.63 | |
| GOGGLEN_real=502024.09 | 0.63 | |
| SMOTENreal=202024.09 | 0.63 | |
| ARFNreal=202024.09 | 0.63 | |
| GOGGLENreal=502024.09 | 0.63 | |
| GOGGLEN_real=202024.09 | 0.64 | |
| CTGANNreal=202024.09 | 0.64 | |
| NFLOWNreal=202024.09 | 0.64 | |
| GOGGLENreal=202024.09 | 0.65 | |
| TabEBMN_real=202024.09 | 0.67 | |
| TabEBMNreal=202024.09 | 0.7 | |
| TabEBMN_real=502024.09 | 0.71 | |
| TabEBMN_real=1002024.09 | 0.71 | |
| TabEBMN_real=2002024.09 | 0.72 | |
| TabEBMN_real=5002024.09 | 0.72 | |
| TabEBMNreal=2002024.09 | 0.72 | |
| TabEBMNreal=5002024.09 | 0.72 | |
| TabEBMNreal=502024.09 | 0.73 | |
| TabEBMNreal=1002024.09 | 0.73 |