Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator

Li Hengyu

The attention matrix of a causal transformer is row-stochastic, iterated over depth, and non-normal by construction. For non-normal operators, eigenvalues control only asymptotic b…