Hybrid coarse-grid NCA plus implicit decoder produces arbitrary-resolution real-time outputs for morphogenesis and texture synthesis on grids and meshes while preserving self-organization.
Computation in artificial spin ice
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Neuroevolution on a 2D three-bead swimmer produces five gaits, three for directed motion, all realizable with neural networks of fewer than ten nodes and weights.
Cellular automata are recast as artificial neural networks by mapping update rules onto weights and activations to enable reservoir computing via deep learning libraries.
citing papers explorer
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Neural Cellular Automata: From Cells to Pixels
Hybrid coarse-grid NCA plus implicit decoder produces arbitrary-resolution real-time outputs for morphogenesis and texture synthesis on grids and meshes while preserving self-organization.
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Emergent swimming strategies of a smart three-bead swimmer
Neuroevolution on a 2D three-bead swimmer produces five gaits, three for directed motion, all realizable with neural networks of fewer than ten nodes and weights.
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A general representation of dynamical systems for reservoir computing
Cellular automata are recast as artificial neural networks by mapping update rules onto weights and activations to enable reservoir computing via deep learning libraries.