Suprio Ray

Declarative Causal Inference and Counterfactual Reasoning via SQL-Dialect Operators

Relational databases power high-stakes decisions in lending, healthcare, and justice, yet SQL lacks native constructs for causal and counterfactual reasoning. Prior SQL-based causal systems address parts of this gap but do not unify treatment-effect estimation with counterfactual...