Causal Discovery on Synthetic Linear SCMs (Fork, Chain, V-str, Diamond, Collider) (test) benchmark leaderboard · SOTA2 Research

Causal Discovery on Synthetic Linear SCMs (Fork, Chain, V-str, Diamond, Collider) (test)

0.829Fork ScoreCFM-SD

Evaluation Results

Method	Links
CFM-SD2026.05		0.829	0.84	0.596	0.701	0.79	0.8
IGSP2026.05		0.472	0.605	0.618	0.635	0.48	0.562
UT-IGSP2026.05		0.448	0.549	0.566	0.567	0.487	0.523
UT-IGSP2026.05		0.321	0.379	0.478	0.375	0.353	0.381
LiNGAM2026.05		0.297	0.405	0.333	0.379	0.352	0.353
IGSP2026.05		0.254	0.377	0.489	0.428	0.355	0.381
PC2026.05		0.24	0.195	0.166	0.287	0.174	0.212
GES2026.05		0.209	0.159	0.106	0.291	0.244	0.202
FCI2026.05		0.036	0.081	0.126	0.259	0.133	0.127