ResearchBenchmarksCausal Inference on Sachs Non-additive Noise Semi-syntheticCausal Inference on Sachs Non-additive Noise Semi-syntheticFollow68Accuracy (RF, Observed)KAAM54.4857.9961.565.01Mar 20, 2026Evaluation resultsMethodMethodLinksAccuracy (RF, Observed)MMD (Observed)Accuracy (RF, Interventional)MMD (Interventional)MAE (Counterfactual)P-valueKAAM2026.03685.97686.613.560.001KAN2026.03675.27676.093.420.001ANM2026.03611.71612.311.760.007DBCM2026.03592.61602.342.670.157CFlow2026.03551.42591.841.840.5