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neural cellular automata

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Jul 18, 2026 · Artificial Intelligence

Smart Cellular Bricks: 3D Neural Cellular Automata for Life‑Like Modular Robots

The study introduces Smart Cellular Bricks, a modular robot system that uses 3D Neural Cellular Automata to enable identical cubes to exchange minimal local information, achieve 98.97% shape‑classification accuracy, 94.8% damage‑detection precision, and self‑repair within 60 update cycles, demonstrating scalable, life‑like collective intelligence.

Sakana AIdistributed systemsmodular robotics

0 likes · 7 min read

Smart Cellular Bricks: 3D Neural Cellular Automata for Life‑Like Modular Robots

Machine Learning Algorithms & Natural Language Processing

Mar 14, 2026 · Artificial Intelligence

Can Large Language Models Get Stronger Without Human Language Training? A New Pre‑Pre‑Training Path

A recent study shows that pre‑training Transformers on synthetic, non‑language data generated by Neural Cellular Automata can boost language‑model performance by up to 6%, accelerate convergence by 40%, and improve downstream reasoning, even outperforming models trained on massive natural‑text corpora.

Attention MechanismsPre‑trainingTransformer

0 likes · 12 min read

Can Large Language Models Get Stronger Without Human Language Training? A New Pre‑Pre‑Training Path