Thanks for your comment! Although I haven't come across an algorithm that uses Bayesian networks for causal discovery, I'm sure there are many ways to incorporate them. One idea might be using the Bayesian network to constrain the search space of the causal network.

Hope that was helpful!

Thanks again,

Shaw