Causality-Encoded Diffusion Models for Interventional Sampling and Edge Inference

Li Chen, Xiaotong Shen, Wei Pan

Standard diffusion models are flexible estimators of complex distributions, but they do not encode causal structures and therefore do not by themselves support causal analysis. We…