Relaxing Faithfulness with Intervention-Only Causal Discovery

Causal discovery algorithms learn a network that describes the causal dependencies among random variables.

Causal discovery algorithms learn a network that describes the causal dependencies among random variables. A common workflow involves first utilizing conditional independence properties on observational data to determine partially directed causal relationships, then applying…