SOTA Variable Selection benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Example 1		TPR100	24	2mo ago
Example 2 ρ=0.95	SPPCSO	TPR100	8	2mo ago
Example 2 ρ=0.75	SPPCSO	TPR100	8	2mo ago
Example 2 ρ=0.5		TPR100	8	2mo ago
Simulation 3.5	VICatMix	Run Time (s)324.4	6	3mo ago
Simulation 3.4	VICatMix	Run time (seconds)108.8	6	3mo ago
Simulation 2	PReMiuM-CtsVarSel	Mean F1 Score98	4	3mo ago
Simulation 1	VICatMixVarSel-Avg	Mean F1 Score96.9	4	3mo ago
Simulated data p=100		TPP100	4	3mo ago
Simulated data p=50		True Positive Proportion (TPP)100	4	3mo ago
Case 6 Synthetic	LASSONET	FPR0.143	3	15d ago
Case 5 Synthetic	SDAMI	True Positive Rate (TPR)75.5	3	15d ago
Case 4 Synthetic	SDAMI	TPR76	3	15d ago
Case 3 Synthetic	SDAMI	TPR75	3	15d ago
Case 2 Synthetic	SDAMI	TPR100	3	15d ago
Case 1 Synthetic	SDAMI	TPR100	3	15d ago
Simulation Case 6 Interaction only, n=300	LASSONET	FPR0.052	3	15d ago
Simulation Case 5 Strong overlap n=300	SDAMI	True Positive Rate (TPR)75.3	3	15d ago
Simulation Case 4 Mild overlap n=300	SDAMI	TPR76	3	15d ago
Simulation Case 3 No overlap, n=300	SDAMI	True Positive Rate (TPR)75	3	15d ago
Simulation Case 2 Weak main n=300	SDAMI	TPR100	3	15d ago
Simulation Case 1 Main only, n=300	SDAMI	TPR100	3	15d ago

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