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Beatriz Tucci

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#machine learning Review Jul 2026

Emulating Cosmic Structure Formation with a Lagrangian Neural Cellular Automaton

The LNCA is introduced, a hybrid deep learning framework that can be applied to emulate structure formation as a local, iterative dynamical process on a comoving lattice, and constrain the model to produce complete trajectories, not just final states, by adopting an equivariant cellular automaton architecture.

Cooper Jacobus, Beatriz Tucci, O. Philcox · 0 citations

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