Heart Failure

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	Heart Failure 80% (train)	VI62.1	8
Classification	Heart Failure UCI (test 20%)	VI5.1	8
Downstream ML Utility	Heart Failure	F1-score100	8
Tabular Synthetic Data Generation	Heart Failure	KS Statistic0.022	8
Tabular Data Generation	Heart Failure	Peak Memory (GB)2.2	7
Tabular Data Synthesis	Heart Failure	Utility (F1)100	7
Binary Classification	Heart Failure (test)	Macro F1 Score77.5	5
Classification	Heart Failure	Balanced Accuracy84	3
Clinical Validity Assessment	Heart Failure	Factuality1	2
Privacy Risk Evaluation	Heart Failure	B-B AUC0.59	2
Tabular Data Synthesis	Heart Failure	SDMetrics Quality Score0.9	2
Patient Retrieval	Heart Failure on Carvedilol cohort	Top-1 Accuracy13.9	2

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