Default

Benchmarks

Task Name	Dataset Name	SOTA Result
Tabular Synthetic Data Generation	Default	C2ST13.46	43
Tabular Data Generation	Default	Beta Recall76	26
Tabular Data Generation	Default	C2ST0.9826	21
Binary classification	Default	AUROC0.775	20
Marginal Distribution Alignment	Default	Error Rate1.14	19
Tabular Data Privacy Evaluation	Default	DCR-0050.0001	19
Privacy Preservation	Default (test)	DCR Score91.46	16
Tabular Data Generation	Default	Shape Fidelity22.39	16
Tabular Data Utility	Default (test)	AUC0.77	14
Tabular Data Watermarking	Default	Density93.4	11
Tabular Data Generation	Default (test)	MLE0.525	11
Tabular Data Generation	Default	Avg Marginal Alignment Error1.14	10
Pairwise correlation alignment	Default	Pairwise Correlation Alignment Error2.26	10
Tabular Data Generation	Default	DCR52.21	10
Tabular Data Generation	Default	alpha-PRECISION99.5	10
Tabular Data Generation	Default	NMIS99.67	10
Tabular Data Synthesis	Default	WNMIS0.9894	10
Tabular Data Generation	Default	C2ST (LR)99.99	10
Tabular Data Generation	Default	DCR-00212.5178	10
Classification	Default (global val)	PR-AUC0.0727	8
Tabular Data Generation	Default	MLE0.784	8
Classification	Default 60% MAR	Accuracy (%)81.04	8
Classification	Default 40% MAR	Accuracy81.02	8
Classification	Default 20% MAR	Accuracy (%)81.02	8
Tabular Data Generation	Default	Shape Error Rate1.21	7

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