The Causal Information Bottleneck and Optimal Causal Variable Abstractions

Francisco N. F. Q. Simoes, Mehdi Dastani, Thijs van Ommen

To effectively study complex causal systems, it is often useful to construct abstractions of parts of the system by discarding irrelevant details while preserving key features. The…