CAFE: Counterfactual Prediction via Fast Posterior Estimation
Counterfactual prediction estimates an individual's outcome under an alternative intervention given their factual observations. Such outcomes are generally not identifiable from observational data without additional assumptions. Even within the class of fully observed additive noise models (ANMs), different causal grap...
Xin-Yan Han, Xiao-Yu Lin, Hao Zou et al.
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