A Cross-Moment Approach for Causal Effect Estimation

Yaroslav Kivva, Saber Salehkaleybar, Negar Kiyavash

We consider the problem of estimating the causal effect of a treatment on an outcome in linear structural causal models (SCM) with latent confounders when we have access to a singl…