Magic

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	Magic	F1 Score83	36
Tabular Data Synthesis	Magic	C2ST0.3262	26
Classification	magic	F1 Score86.69	26
Classification	Magic	AUC79.3	25
Tabular Data Generation	Magic	DCR-00253.98	20
Binary Classification	MAGIC	AUC0.9011	20
Binary Classification	MAGIC [0, 1/2]	AUC0.8918	20
Marginal Distribution Alignment	Magic	Error Rate (%)0.71	19
Tabular Data Synthesis	Magic	Pairwise Correlation Alignment Error (%)0.82	19
Tabular Data Generation	Magic	Shape Fidelity17.51	16
Tabular Data Generation	Magic original (test)	CDE95.58	14
Tabular Data Generation	Magic	C2ST99.98	14
Classification	Magic (test)	NLL0.32	14
Tabular Data Utility	Magic (test)	AUC0.946	14
Classification	magic	Accuracy88.5	12
Classification	magic04	Macro F186.69	12
Classification	magic04	Accuracy88.62	12
Tabular Data Generation	Magic (test)	MLE0.946	12
Tabular Data Watermarking	Magic	Density91.7	11
Tabular Data Generation	Magic	Average Marginal Alignment Error (AMAE)0.71	10
Pairwise correlation alignment	Magic	Pairwise Correlation Alignment Error0.82	10
Synthetic Data Generation	Magic	C2ST100	10
Classification	magic D6 0.15 (test)	Mean Accuracy88.288	10
Tabular Data Generation	Magic	Beta Recall51	10
Tabular Data Generation	Magic	alpha-PRECISION99.48	10

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