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Sushane Dulloo

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Preprint Aug 2026

TextNCA: Neural Cellular Automata for Language Modeling via Hierarchical Local Attention

Can a strictly local, iterated, weight-shared computation primitive support language modelling, and which of those three properties actually drives the model's behaviour? We define \textsc{TextNCA}, a 1D causal windowed-attention realisation of the Neural Cellular Automaton primitive, and study a hierarchical variant t...

Avni Mittal, Avinash Anand, Ashutosh Kumar et al. · 0 citations

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