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Zi-Zhuo Fu

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#natural language process... Preprint Sep 2026

Scaling Parameter and Context in Attention: Native Sparse Attention from Mixture-of-Head

NAMOH, an architecture-native sparse attention mechanism that activates only its assigned tokens and performs causal attention within this subsequence, is introduced, and it is hoped this work offers a new path for scaling attention, with parameter scaling directly enabling context scaling.

Zi-Zhuo Fu, Run-Sheng Wang, Meng Li · 0 citations

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