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cond-mat.dis-nn2026

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…