Hierarchical Reasoning Model (HRM)

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

• hierarchical modelsmethod0.806
  Models of sensory generation that allow dynamic context-sensitive prior expectations.
• Hierarchical Models of Sensory Generationconcept0.762
  Enable brain to construct dynamic, context-sensitive prior expectations; foundational to perceptual inference scheme.
• Hyper Generative-Modelconcept0.759
  Globally-acting model that recursively monitors and updates how all inference layers interact; substrate of epistemic depth
• Reasoning Modelsconcept0.756
  Class of large language models designed to produce extended chain-of-thought before answering, studied in this paper
• hierarchyconcept0.743
  An ordering of texts via spatial cues like indentation, size, and placement, implying importance.
• Hierarchically Mechanistic Mindframework0.740
• Performance-optimized hierarchical models predict neural responses in higher visual cortex (Yamins et al., 2014)concept0.732
  Demonstrated CNN representations predict neurons in visual cortex; background motivation for neural-network-brain correspondence.
• Fixed-Point Reasoning Models (FPRM)method0.727
  Architecture iterating a single latent to a fixed point via residual threshold; used on Sudoku and mazes.