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o-n-complexity

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neko-jpg / Project-ResNet-BK-An-O-N-Language-Model-Architecture

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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.

ai deep-learning pytorch language-model mamba mixture-of-experts quantum-scattering linear-attention efficient-transformers operator-theory llm spectral-theory o-n-complexity birman-schwinger
  • Updated Dec 26, 2025
  • Python

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