Magic

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	Magic	F1 Score83	36
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
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
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
Tabular Data Privacy Evaluation	Magic	DCR-0050.0023	10
Tabular Data Generation	Magic	NMIS99.75	10
Tabular Data Generation	Magic	TREND Score99.18	10
Tabular Data Synthesis	Magic	WNMIS0.9971	10
Tabular Data Generation	Magic	C2ST (LR)0.9964	10
Tabular Data Generation	Magic	SHAPE0.9938	10
Classification	Magic N=400 (train)	F1 Score82	9
Classification	Magic N=800 (train)	F1 Score82	8
Tabular Classification	Magic imbalanced (test)	PR-AUC91.6	8
Classification	magic	Cohen's Kappa0.89	8
Classification	Magic real-world (test)	Accuracy88	7

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