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There have been a lot of advances recently. https://arxiv.org/abs/2010.12237v1

That's Deep Mind's "Algorithms for Causal Reasoning in Probability Trees" released on October 23rd. It got posted on HN a few days ago but I am surprised that it did not get more traction.

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