Causal-Audit turns assumption validation into four calibrated risk scores with uncertainty intervals and an abstention policy, showing AUROC > 0.95 and 62% false-positive reduction on 500 synthetic DGPs plus consistency on external benchmarks.
The Robustness of Differentiable Causal Discovery in Misspecified Scenarios
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Causal-Audit: A Framework for Risk Assessment of Assumption Violations in Time-Series Causal Discovery
Causal-Audit turns assumption validation into four calibrated risk scores with uncertainty intervals and an abstention policy, showing AUROC > 0.95 and 62% false-positive reduction on 500 synthetic DGPs plus consistency on external benchmarks.