What I Read: Replacing do-calculus with Bayes rule

https://arxiv.org/abs/1906.07125

Replacing the do-calculus with Bayes rule
Finnian Lattimore, David Rohde


“…while it is critical to explicitly model our assumptions on the impact of intervening in a system, provided we do so, estimating causal effects can be done entirely within the standard Bayesian paradigm… equivalent to the do calculus.”