July 16, 2025

Spatial computing enables flexible cognitive control in neural networks

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Spatial computing enhances cognitive control in neural networks by leveraging cortical topography.
The model employs distance-dependent connections and winner-takes-all dynamics to maintain stability.
Cognitive tasks like prioritizing and re-ordering items in working memory are easily performed with this approach.
Integrating spatial dimensions may significantly enhance the capabilities of artificial neural networks.

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Novel neural network model demonstrates improved cognitive control using spatial computing and topography.

Lundqvist et al. (2025) studied this question.

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