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Benchmarks
Causal Inference on Sachs Non-additive Noise Semi-synthetic
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68
Accuracy (RF, Observed)
KAAM
54.48
57.99
61.5
65.01
Mar 20, 2026
Accuracy (RF, Observed)
MMD (Observed)
Accuracy (RF, Interventional)
MMD (Interventional)
MAE (Counterfactual)
P-value
Updated 26d ago
Evaluation Results
Method
Method
Links
Accuracy (RF, Observed)
MMD (Observed)
Accuracy (RF, Interventional)
MMD (Interventional)
MAE (Counterfactual)
P-value
KAAM
2026.03
68
5.97
68
6.61
3.56
0.001
KAN
2026.03
67
5.27
67
6.09
3.42
0.001
ANM
2026.03
61
1.71
61
2.31
1.76
0.007
DBCM
2026.03
59
2.61
60
2.34
2.67
0.157
CFlow
2026.03
55
1.42
59
1.84
1.84
0.5
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