Modeling Causal Mechanisms with Diffusion Models for Interventional and Counterfactual Queries

Patrick Chao, Patrick Blöbaum, Sapan Patel +1

We consider the problem of answering observational, interventional, and counterfactual queries in a causally sufficient setting where only observational data and the causal graph a…