Here is a paper on this - Empowerment Gain as Causal Learning, bridging Bayesian causal hypothesis testing a la Pearl and intrinsically motivated RL. As recently presented at NEURIPS and the Philosophy of Science Association.

https://philsci-archive.pitt.edu/24463/

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