The Limits of Information Breakdown

The structure of redundant information, as illustrated by the redundancy lattice $ (\mathcal{A}\_{3},\preceq)$, reveals a nested architecture where each level builds upon and contains the information of those preceding it, demonstrating an inherent order within complex systems.

New research reveals fundamental incompatibilities in how we decompose information, challenging core assumptions in fields like neuroscience and machine learning.