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Benchmarks
Causal Inference on Sachs Additive Noise Semi-synthetic
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56
RF Accuracy (Observed)
DBCM
52.88
53.69
54.5
55.31
Mar 20, 2026
RF Accuracy (Observed)
MMD (Observed)
RF Accuracy (Interventional)
MMD (Interventional)
MAE (Counterfactual)
P-Value
Updated 26d ago
Evaluation Results
Method
Method
Links
RF Accuracy (Observed)
MMD (Observed)
RF Accuracy (Interventional)
MMD (Interventional)
MAE (Counterfactual)
P-Value
DBCM
2026.03
56
2.78
56
2.38
3.03
0.001
KAN
2026.03
54
1.36
54
1.95
3.5
0.18
KAAM
2026.03
54
1.35
55
1.96
3.59
0.18
ANM
2026.03
53
1.12
53
1.3
1.28
0.5
CFlow
2026.03
53
1.42
53
1.53
1.69
0.396
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