concept
active
concept:real-world-geometry

real-world geometry

The structured geometry present in the external world (e.g., circles, spatial manifolds) that networks learn to mirror.

Neighborhood — ranked by edge-count

Claims (1)

claim

Concepts (1)

concept
  • Geometry
    related_to
    The actual shapes and spatial relationships of buildings, essential to living structure.

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

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

  • Graph Geometryconcept0.808
    A more complex geometric structure used to characterize in-context learning task representations
  • Research thread within About Blank concerning the structure and relational properties of neural network feature representations; covariance pooling tangentially supports this thread.
  • concept geometryconcept0.782
    The spatial/geometric organization of conceptual structure within neural network representations; central to the paper's thesis.
  • Proposed interpretability primitives that respect the geometric structure of representations, as opposed to atomized SAE features.
  • A method of using existing, similar streets or places to simulate and judge the dimensions and qualities of a proposed space by standing there, using markers, and walking through.
  • A geometric structure characterizing sequential reasoning task representations, used as a test case for manifold steering
  • Dynamic model connecting logic to geometry through explicit treatment of information flow and interaction; demonstrates emergent logical complexity from simple copy-cat processes.
  • The geometry corresponding to physical dynamics, instantiated in the video world model test domain