The Representational Limit of Scalar Interactions: An Interventional Decomposition

Potito Aghilar, Sabino Roccotelli, Stanislao Fidanza +3

Signed pairwise interaction scores fundamentally conflate uniqueness (U), redundancy (R), and synergy (S). We prove this on a minimal 3-way XOR structural causal model: faithful in…