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.
Self-Classifying MNIST Digits
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
verdicts
UNVERDICTED 2roles
background 1polarities
background 1representative citing papers
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.
citing papers explorer
-
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.
-
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.