A 2D neural cellular automaton spontaneously self-organizes into a Proto-CKY representation that exhibits syntactic processing capabilities for context-free grammars when trained on membership problems.
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A neural cellular automaton exhibits oscillatory, periodic, and quasi-periodic attractor behavior arising early in training, rather than fixed-point attractors, as revealed by Lyapunov and Fourier spectra on the growing gecko model.
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On the Emergence of Syntax by Means of Local Interaction
A 2D neural cellular automaton spontaneously self-organizes into a Proto-CKY representation that exhibits syntactic processing capabilities for context-free grammars when trained on membership problems.
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Stability and Geometry of Attractors in Neural Cellular Automata
A neural cellular automaton exhibits oscillatory, periodic, and quasi-periodic attractor behavior arising early in training, rather than fixed-point attractors, as revealed by Lyapunov and Fourier spectra on the growing gecko model.