Shoppers

Benchmarks

Task Name	Dataset Name	SOTA Result
Tabular Data Generation	Shoppers	Beta Recall77.09	26
Marginal Distribution Alignment	Shoppers	Error Rate (%)1.23	19
Tabular Data Synthesis	Shoppers	C2ST0.9699	19
Tabular Data Privacy Evaluation	Shoppers	DCR-0050.2145	19
Privacy Preservation	Shoppers (test)	DCR Score96.76	16
Tabular Data Generation	Shoppers	Shape Score51.21	16
Tabular Data Generation	Shoppers	C2ST98.43	14
Tabular Data Utility	Shoppers (test)	AUC0.926	13
Tabular Data Generation	Shoppers (test)	MLE0.658	12
Tabular Data Watermarking	Shoppers	Density0.919	11
Tabular Data Generation	Shoppers	Average Marginal Alignment Error1.23	10
Pairwise correlation alignment	Shoppers	Pairwise Correlation Alignment Error2.5	10
Synthetic Tabular Data Generation	Shoppers	C2ST0.9699	10
Tabular Data Generation	Shoppers	DCR0.5128	10
Tabular Data Generation	Shoppers	NMIS Score99.75	10
Tabular Data Generation	Shoppers	TREND Score0.9822	10
Tabular Data Synthesis	Shoppers	WNMIS0.9927	10
Tabular Data Generation	Shoppers	C2ST (LR)1	10
Tabular Data Generation	Shoppers	DCR-00210.6047	10
Tabular Data Generation	Shoppers	MLE0.926	8
Tabular Data Generation	Shoppers	Shape Error Rate1.28	7
Tabular Synthetic Data Generation	Shoppers	Memory Ratio31.37	6
Watermarking Robustness	Shoppers	Row Deletion Robustness38.43	5
Watermark robustness against attacks	Shoppers	Performance (Row Del. 20%)36.82	5
Tabular Data Watermarking	Shoppers	Marginal Gap0.02	5

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