Addressing pitfalls in implicit unobserved confounding synthesis using explicit block hierarchical ancestral sampling

Xudong Sun, Alex Markham, Pratik Misra +1

Unbiased data synthesis is crucial for evaluating causal discovery algorithms in the presence of unobserved confounding, given the scarcity of real-world datasets. A common approac…