Self-Attention as Transport: Limits of Symmetric Spectral Diagnostics

Dominik Dahlem, Diego Maniloff, Mac Misiura

Every attention head defines a degree-normalized transport operator, and a growing family of diagnostics reads model behavior (hallucination among them) from its spectrum. We ask w…