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Emergent Dynamics in Neural Cellular Automata
April 10, 2024, 4:45 a.m. | Yitao Xu, Ehsan Pajouheshgar, Sabine S\"usstrunk
cs.CV updates on arXiv.org arxiv.org
Abstract: Neural Cellular Automata (NCA) models are trainable variations of traditional Cellular Automata (CA). Emergent motion in the patterns created by NCA has been successfully applied to synthesize dynamic textures. However, the conditions required for an NCA to display dynamic patterns remain unexplored. Here, we investigate the relationship between the NCA architecture and the emergent dynamics of the trained models. Specifically, we vary the number of channels in the cell state and the number of hidden …
abstract arxiv cellular cs.cv dynamic dynamics however patterns relationship type
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