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  1. WCLT WCLT Public

    Walker-Coin Lattice Theory (WCLT): emergent gravity and Standard Model structure from discrete-time quantum walks with SU(4) coins.

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    Physics-inspired O(N) neural network with O(1) streaming state. Drop-in replacement for Transformer attention across 1D/2D/3D/4D.

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    Architecture-agnostic data profiling via field physics — improves LLM pretraining by 1.0–1.9% on Transformers

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