Clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps (George et al., 2021)

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

• Sparse Feature Circuits: Discovering and Editing Interpretable Causal Graphs in Language Models (Marks et al., 2025)concept0.770
  Cited as enabling precise behavioral control through SAE features, extending the same methodological line
• Cognitive glues are shared models of relative scarcitiesclaim0.768
  Core thesis of the paper stated in the title.
• These relationships are cognitive architectures regardless of the substrate in which they are implemented.claim0.765
  Asserts that organismic identity is fundamentally a cognitive structure.
• Multi-scale competency architecture improves credit assignment in evolutionary learning by linking diverse actions to rewards across temporal delays.claim0.756
  MCA provides patience in evolution, similar to hidden layers in neural networks.
• Hippocampal Spatial Mapping As Fast Graph Learning (Lewis, 2021)concept0.755
  Related work on spatial mapping as graph learning; mentioned alongside Hawkins for grid cells in neocortex discussion.
• Diverse computer vision models trained on visual recognition tasks converge to remarkably similar internal feature representations regardless of architecture, training procedure, or implementation details, closely matching the organization of animal visual cortexfinding0.750
  Empirical evidence for the universality hypothesis cited as supporting the possibility of convergent consciousness-like solutions
• Representation and computation can diverge; cyclic geometry is representational invariant while operations use generic substrate.claim0.749
• Olah et al. (2020) found that automatically trained computer vision models, regardless of architecture and training procedure, all arrive at similar functional structures organizing similar features into similar compositional hierarchies, closely resembling the primate visual cortex.finding0.748
  Empirical finding supporting the Universality Hypothesis; extended by the paper to consciousness