GoT-CD applies graph-of-thoughts reasoning to causal discovery and shows that structural fidelity does not guarantee that a path-specific fairness audit recovers the true sensitive-to-outcome pathway.
DAGMA: learning DAGs via M- matrices and a log-determinant acyclicity characterization
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GoT-CD: Graph-of-Thoughts Causal Discovery and the Fragility of Post-hoc Path-Specific Fairness Audits
GoT-CD applies graph-of-thoughts reasoning to causal discovery and shows that structural fidelity does not guarantee that a path-specific fairness audit recovers the true sensitive-to-outcome pathway.