Lili Tian

Exogenous Matching: Learning Good Proposals for Tractable Counterfactual Estimation

2024 · arXiv (Cornell University)

We propose an importance sampling method for tractable and efficient estimation of counterfactual expressions in general settings, named Exogenous Matching. By minimizing a common upper bound of counterfactual estimators, we transform the variance minimization problem …