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Benchmarks
Causal Structure Discovery on Synthetic OOD SEMs
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0.889
Adjacency AUROC
TabPFN-CFM
0.51876
0.61488
0.711
0.80712
Jun 25, 2026
Adjacency AUROC
Adjacency Accuracy (%)
Ancestral AUROC
Ancestral Accuracy (%)
Confounding AUROC
Confounding Accuracy (%)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Adjacency AUROC
Adjacency Accuracy (%)
Ancestral AUROC
Ancestral Accuracy (%)
Confounding AUROC
Confounding Accuracy (%)
TabPFN-CFM
Number of fit samples...
2026.06
0.889
91
0.902
88
0.828
93
PC
Number of fit samples...
2026.06
0.685
86
0.639
55
-
-
GES
Number of fit samples...
2026.06
0.654
81
0.654
60
-
-
AVICI
Number of fit samples...
2026.06
0.623
89
0.596
82
-
-
LiNGAM
Number of fit samples...
2026.06
0.558
78
0.524
70
-
-
FCI
Number of fit samples...
2026.06
0.533
88
0.523
81
0.563
87
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