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The linear carry in looped transformers is not the depth-memory mechanism; gradient descent routes memory through the block's nonlinear recurrence and leaves the carry at rest for stabilization, not memory

Neural and Evolutionary Computing28 Jul 2026

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