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20242026
most citedNeural Cellular Automata: From Cells to Pixels

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cs.NE2026

Neural Particle Automata: Learning Self-Organizing Particle Dynamics

Hyunsoo Kim, Ehsan Pajouheshgar, Sabine Süsstrunk +2

We introduce Neural Particle Automata (NPA), a Lagrangian generalization of Neural Cellular Automata (NCA) from static lattices to dynamic particle systems. Unlike classical Euleri…