Causal Discovery on DREAM4 five sub-datasets D=100, T=210 benchmark leaderboard · SOTA2 Research

Causal Discovery on DREAM4 five sub-datasets D=100, T=210

0.782AUROC (Gene 1)GCD

Evaluation Results

Method	Links
GCD2025.07		0.782	0.718	0.625	0.633	0.701	0.123	0.072	0.138	0.109	0.093
CUTS+2025.07		0.738	0.622	0.591	0.584	0.594	0.086	0.059	0.107	0.087	0.071
GVAR2025.07		0.662	0.569	0.565	0.578	0.554	0.103	0.054	0.082	0.077	0.065
cMLP2025.07		0.652	0.522	0.509	0.511	0.531	0.017	0.015	0.022	0.025	0.018
eSRU2025.07		0.647	0.554	0.545	0.561	0.559	0.045	0.041	0.043	0.051	0.059
cLSTM2025.07		0.633	0.509	0.498	0.524	0.552	0.035	0.044	0.037	0.041	0.033
TCDF2025.07		0.598	0.491	0.467	0.567	0.565	0.011	0.013	0.014	0.012	0.014
CR-VAE2025.07		0.583	0.534	0.536	0.529	0.545	0.025	0.039	0.028	0.044	0.057