Francesco Montagna

Scalable Causal Discovery with Score Matching

2023 · arXiv (Cornell University)

This paper demonstrates how to discover the whole causal graph from the second derivative of the log-likelihood in observational non-linear additive Gaussian noise models. Leveraging scalable machine learning approaches to approximate the score function $\nabla …