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Francisco N. F. Q. Simoes

1 accepted papers

2025

The Causal Information Bottleneck and Optimal Causal Variable Abstractions

UAI 2025

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 Information Bottleneck (IB) method is a widely used approach to construct variable abstractions by compressing random v