Differentiable Causal Discovery for Singular Linear Models under Confounding

Mujin Zhou, Ignavier Ng, Junzhe Zhang

Score-based causal discovery in the presence of unobserved confounders requires both a consistent scoring criterion and an efficient search over graph structures. Linear causal mod…