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ResearchSeptember 22, 2026

TinyCeNN-LM: Quality-Gated Conversion of Pretrained Attention with CeNN-Inspired Cellular-Recurrent Layers

Replacing attention in a pretrained language model is a compatibility problem: a plausible substitute may alter representations expected by later layers. TinyCeNN-LM introduces a \emph{quality-gated post-training conversion} framework using CeNN-inspired cellular-recurrent…

Kabeh Mohsenzadegan, Vahid Tavakkoli, Kyandoghere Kyamakya·arXiv — cs.AI
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Key Takeaways
  • 01.Replacing attention in a pretrained language model is a compatibility problem: a plausible substitute may alter representations expected by later layers
  • 02.TinyCeNN-LM introduces a \emph{quality-gated post-training conversion} framework using CeNN-inspired cellular-recurrent…

This material is provided as an extended analytical summary.

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