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In pre-LayerNorm looped transformers, LayerNorm acts as an implicit gain controller that renders the recurrence Jacobian asymptotically contractive at verified fixed points even when operator norm exceeds 1

Neural and Evolutionary Computing28 Jul 2026

http://arxiv.org/abs/2607.10681v1