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ResearchFormerly WizWand

Tabular Data Synthesis on steel (Inverse KL)

0.21Inverse KL DivergenceTabDDPM
0.18120.37560.570.7644Sep 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
TabDDPMN_real=502024.090.21
TabDDPMN_real=1002024.090.21
TabDDPMN_real=2002024.090.22
TabDDPMN_real=5002024.090.22
TabDDPMN_real=202024.090.23
GOGGLEN_real=2002024.090.25
GOGGLEN_real=5002024.090.27
GOGGLEN_real=1002024.090.29
GOGGLEN_real=502024.090.3
GOGGLEN_real=202024.090.37
CTGANN_real=202024.090.42
TabPFGenN_real=202024.090.42
NFLOWN_real=202024.090.44
TVAEN_real=202024.090.45
ARFN_real=202024.090.46
SMOTEN_real=202024.090.47
TVAEN_real=2002024.090.55
TVAEN_real=5002024.090.55
CTGANN_real=502024.090.58
TVAEN_real=502024.090.59
TVAEN_real=1002024.090.59
NFLOWN_real=502024.090.6
TabPFGenN_real=502024.090.62
CTGANN_real=1002024.090.62
ARFN_real=502024.090.63
SMOTEN_real=502024.090.65
NFLOWN_real=1002024.090.66
ARFN_real=1002024.090.66
CTGANN_real=2002024.090.66
CTGANN_real=5002024.090.66
ARFN_real=2002024.090.68
NFLOWN_real=2002024.090.69
NFLOWN_real=5002024.090.69
TabEBMN_real=202024.090.7
SMOTEN_real=1002024.090.7
ARFN_real=5002024.090.7
TabPFGenN_real=1002024.090.72
SMOTEN_real=2002024.090.73
SMOTEN_real=5002024.090.74
TabPFGenN_real=2002024.090.75
TabPFGenN_real=5002024.090.78
TabEBMN_real=502024.090.83
TabEBMN_real=1002024.090.89
TabEBMN_real=2002024.090.91
TabEBMN_real=5002024.090.93