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Training Language Models via Neural Cellular Automata

Neural cellular automata generate synthetic pre-training data that improves language model convergence and downstream reasoning faster than natural text.

Dan Lee, Seungwook Han, Akarsh Kumar, Pulkit Agrawal

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 8 on Hugging Face · Code ★ 88

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 2/5