Causal Discovery on ER5 (n=30, h=5) benchmark leaderboard · SOTA2 Research

Causal Discovery on ER5 (n=30, h=5)

0.12FDRNOTEARS + VISTA-WV

Evaluation Results

Method	Links
NOTEARS + VISTA-WV2026.01		0.12	0.75	50	0.81
GOLEM + VISTA-WV2026.01		0.17	0.79	53	0.81
NOTEARS2026.01		0.21	0.73	64.7	0.76
GOLEM2026.01		0.24	0.79	63.5	0.77
DAG-GNN + VISTA-WV2026.01		0.27	0.84	60	0.78
DAG-GNN2026.01		0.29	0.77	77.5	0.74
GraN-DAG + VISTA-WV2026.01		0.31	0.14	134.5	0.23
SCORE + VISTA-WV2026.01		0.34	0.56	95.5	0.61
NOTEARS + VISTA-NV2026.01		0.63	0.97	236.6	0.53
CAM + VISTA-WV2026.01		0.63	0.4	158	0.39
DAG-GNN + VISTA-NV2026.01		0.64	0.98	250.3	0.52
GOLEM + VISTA-NV2026.01		0.65	0.97	251	0.52
SCORE2026.01		0.66	0.43	117.4	0.38
GraN-DAG2026.01		0.67	0.18	159.6	0.22
CAM2026.01		0.77	0.53	267.5	0.32
CAM + VISTA-NV2026.01		0.78	0.66	327	0.33
SCORE + VISTA-NV2026.01		0.8	0.83	399.6	0.32
GraN-DAG + VISTA-NV2026.01		0.9	0.39	211.7	0.16