Causal SHAP replaces SHAP's independence assumption with a PC-discovered causal graph and IDA-derived causal strengths, zeroing out features that are correlated but not causal.
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Causal SHAP: Feature Attribution with Dependency Awareness through Causal Discovery
Causal SHAP replaces SHAP's independence assumption with a PC-discovered causal graph and IDA-derived causal strengths, zeroing out features that are correlated but not causal.