A Critical Look at the Consistency of Causal Estimation With Deep Latent Variable Models

Severi Rissanen, Pekka Marttinen

Using deep latent variable models in causal inference has attracted considerable interest recently, but an essential open question is their ability to yield consistent causal estim…