Cellular Ising Model

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

• Connectionist Modelsframework0.739
  Neural network models demonstrating how organized functional relationships emerge via unsupervised learning; basis for evolutionary connectionism analogy.
• Top-Down Models in Biologyframework0.719
  Pezzulo and Levin's framework for explanation and control of complex living systems above the molecular level, cited as prior work by Levin
• Language Modelconcept0.718
  Primary test domain for manifold steering, including reasoning and ICL tasks
• modelconcept0.716
  A representation that captures relevant aspects of a system; according to the theorem, the regulator must embody this.
• Cellular Automataconcept0.715
  Foundational computational paradigm of local rules producing emergent global behavior, extended by this work
• Foundation Modelsconcept0.710
  Large pretrained models used as backbones across tasks; their universality motivates the convergence hypothesis
• Language Modelsconcept0.709
  Primary substrate for manifold steering experiments; demonstrates method on reasoning and in-context tasks.
• Cellular Neural Networks Theoryframework0.705