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Tabular Data Synthesis on Heart Failure

100Utility (F1)DISCO-TAB
58.19269.04679.990.754Apr 1, 2026Apr 13, 2026Apr 26, 2026May 9, 2026May 21, 2026Jun 3, 2026Jun 16, 2026

Evaluation results

MethodLinks
DISCO-TABEvaluation Protocol=Train-on-Synthetic, Test-on-Real (TSTR)2026.041001.27
CTAB-GAN+Augmented Lagrangian Method=false2026.06940.31
CTAB-GAN+-ALMAugmented Lagrangian Method=true2026.06860.42
RTFAugmented Lagrangian Method=false2026.06850.39
RTF-ALMAugmented Lagrangian Method=true2026.06840.33
TabDDPMEvaluation Protocol=Train-on-Synthetic, Test-on-Real (TSTR)2026.0466.54,830.6
MostlyAIEvaluation Protocol=Train-on-Synthetic, Test-on-Real (TSTR)2026.0459.8895