Hongshuo Yang

A Hierarchy of Graphical Models for Counterfactual Inferences

Graphical models have been widely used as parsimonious encoders of assumptions of the underlying causal system and provide a basis for causal inferences. Models encoding stronger constraints tend to require higher expressive power, which are also harder, and sometimes impossible to empirically falsi…