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operator-theory

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An experimental O(N) language model based on mathematical physics (Birman-Schwinger theory). A PyTorch implementation aiming to surpass Mamba in long-context stability and memory efficiency (O(N log N)) through Prime-Bump initialization and scattering theory routing.

  • Updated Nov 19, 2025
  • Python

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