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arXiv cs.NE · Papers

Neural Particle Automata: Learning Self-Organizing Particle Dynamics

arXiv:2601.16096v2 Announce Type: replace Abstract: We introduce Neural Particle Automata (NPA), a Lagrangian generalization of Neural Cellular Automata (NCA) from static lattices to dynamic particle systems. Unlike classical Eulerian NCA where cells are pinned to pixels or voxels, NPA model each cell as a particle wit