Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand

Md Musfiqur Rahman, Matt Jordan, Murat Kocaoglu

Causal inference from observational data plays critical role in many applications in trustworthy machine learning. While sound and complete algorithms exist to compute causal effec…