Author

Fei Zuo

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#machine learning Preprint Sep 2026

Where Does Randomness Matter in Neural Cellular Automata?

Stochastic cell updates are often used throughout the life of a neural cellular automaton (NCA), from backpropagation through time to final rollout. This leaves two questions entangled: does update randomness help learn a useful rule, and must that randomness remain at execution? We separate training and evaluation upd...

Fei Zuo, Jia-Qi Shi, Yu-Jing Liu · 0 citations