DAG structure recovery on non-linear-1 5000 samples benchmark leaderboard · SOTA2 Research

DAG structure recovery on non-linear-1 5000 samples

2.6SHDDAGAF

Evaluation Results

Method	Links
DAGAF2026.04		2.6
DCRL2026.04		2.9
VI-DP-DAG2026.04		3.1
DAG-NF2026.04		3.4
CAREFL2026.04		3.8
GraN-DAG2026.04		4
DAG-WGAN+2026.04		4.9
DAG-Notears-MLP2026.04		5.2
DAGAF2026.04		5.2
DAG-WGAN2026.04		6.4
DCRL2026.04		7.5
GAE2026.04		8.6
DAG-GNN2026.04		9.2
VI-DP-DAG2026.04		9.8
DAG-NF2026.04		10.4
CAREFL2026.04		10.9
GraN-DAG2026.04		11.2
DAG-Notears2026.04		11.4
DAG-WGAN+2026.04		14.2
DAG-Notears-MLP2026.04		15.4
DAG-WGAN2026.04		18.6
DAGAF2026.04		18.8
GAE2026.04		20
DAG-WGAN+2026.04		20.5
DAG-WGAN2026.04		22
DAG-GNN2026.04		23.4
DCRL2026.04		24.3
DAG-Notears2026.04		28.2
VI-DP-DAG2026.04		28.7
DAG-NF2026.04		31.6
CAREFL2026.04		34.1
GraN-DAG2026.04		36.4
DAG-Notears-MLP2026.04		43.8
GAE2026.04		47.5
DAG-GNN2026.04		50.2
DAGAF2026.04		50.2
DAG-Notears2026.04		55
DAG-WGAN+2026.04		57.1
DCRL2026.04		61.4
DAG-WGAN2026.04		64.6
VI-DP-DAG2026.04		68.1
DAG-NF2026.04		69.5
CAREFL2026.04		71.7
GraN-DAG2026.04		72.8
DAG-Notears-MLP2026.04		86.2
GAE2026.04		92.3
DAG-GNN2026.04		98.6
DAG-Notears2026.04		105.6