DAG DECORation: Continuous Optimization for Structure Learning under Hidden Confounding

Samhita Pal, James O'quinn, Kaveh Aryan +3

We study structure learning for linear Gaussian SEMs in the presence of latent confounding. Existing continuous methods excel when errors are independent, while deconfounding-first…