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Benchmarks
Causal Discovery on Ours Original
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0.821
AUROC
SLOPE
0.44972
0.54611
0.6425
0.73889
Dec 10, 2025
AUROC
Accuracy
AUROC (Weighted Avg)
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
Accuracy
AUROC (Weighted Avg)
SLOPE
2025.12
0.821
70.6
0.764
IGCI
2025.12
0.808
68.5
0.751
RECI
2025.12
0.786
70.6
0.749
EMD
2025.12
0.784
63.4
0.703
CGNN
2025.12
0.689
61.8
0.671
bQCD
2025.12
0.613
60.2
0.635
LiNGAM
2025.12
0.496
50.5
0.507
PNL
2025.12
0.471
48.2
0.479
ANM
2025.12
0.464
41
0.44
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