I agree. RL is most definitely a form of causal reasoning in my book. It involves associations(value iteration), intervention(action/reward) and counterfactual

I agree. RL is most definitely a form of causal reasoning in my book. It involves associations(value iteration), intervention(action/reward) and counterfactual (policy iteration) that Pearl suggested. I think Pearl did not mention specific technology as it's more of a meta discussion.