A unified theory for the origin of grid cells through the lens of pattern formation (Sorscher et al., 2019)

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• A Framework for Intelligence and Cortical Function Based on Grid Cells in the Neocortex (Hawkins et al., 2019)concept0.759
  Related work discussing grid cells in neocortex; mentioned as exploring similar ideas about cortical transformer-like computation.
• The formation of centers is guided by generic patterns which play the role of genes.claim0.756
  Analogy to biology, placing pattern languages as the genetic code for living built environments.
• Extracting grid cell characteristics from place cell inputs using non-negative principal component analysis (Dordek et al., 2016)concept0.742
  Auto-encoder-like model trained on spatial representations; related work category 1.
• Geometry arises from optimization pressure on networks trained on structured data.claim0.739
  Mechanistic explanation: geometric structure emerges naturally from standard training on data with underlying structure.
• How Do Cells Collectively Solve Morphogenetic Problems Withoutquestion0.739
• We cannot create living order only by concentrating on appearance; we must characterize the geometry that comes from living process.claim0.738
• The collective often displays new behaviors or preferences that are not simply the sum of individual cell behaviors.claim0.736
  Key property of collective intelligence: emergent behaviors at the group level.
• What mechanisms allow coordination of cell activity toward one consistent morphology?question0.735
  Foundational question driving investigation into how homeostatic capabilities of cells scale to collective setpoints.