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ResearchFormerly WizWand

Causal structure learning on Erdős–Rényi (ER) (n=100, h=5) synthetic (test)

0.08FDRNOTEARS + VISTA-WV
0.04520.28010.5150.7499Jan 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
NOTEARS + VISTA-WVBase Learner=NOTEARS, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.010.080.68182.40.79
NOTEARSBase Learner=NOTEARS, Aggregation Scheme=Standalone, n=100, h=52026.010.210.74208.80.76
GOLEM + VISTA-WVBase Learner=GOLEM, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.010.230.5306.70.6
DAG-GNN + VISTA-WVBase Learner=DAG-GNN, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.010.360.563770.59
GraN-DAG + VISTA-WVBase Learner=GraN-DAG, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.010.430.1503.40.17
GOLEMBase Learner=GOLEM, Aggregation Scheme=Standalone, n=100, h=52026.010.610.355670.35
DAG-GNNBase Learner=DAG-GNN, Aggregation Scheme=Standalone, n=100, h=52026.010.660.42739.20.35
SCORE + VISTA-WVBase Learner=SCORE, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.010.80.658380.31
GraN-DAG + VISTA-NVBase Learner=GraN-DAG, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.010.860.18656.60.16
NOTEARS + VISTA-NVBase Learner=NOTEARS, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.010.870.973,171.80.23
GOLEM + VISTA-NVBase Learner=GOLEM, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.010.870.912,8910.23
DAG-GNN + VISTA-NVBase Learner=DAG-GNN, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.010.870.953,0650.23
GraN-DAGBase Learner=GraN-DAG, Aggregation Scheme=Standalone, n=100, h=52026.010.920.057150.06
SCOREBase Learner=SCORE, Aggregation Scheme=Standalone, n=100, h=52026.010.920.584,039.60.14
SCORE + VISTA-NVBase Learner=SCORE, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.010.950.763,464.20.09