Physical Dynamics Geometry

The geometry corresponding to physical dynamics, instantiated in the video world model test domain

Neighborhood — ranked by edge-count

concept

Neural Representation Geometry
associated_with
The broader conceptual framework that neural activations exhibit non-Euclidean geometric structure causally linked to behavior.

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.

Geometryconcept0.787
The actual shapes and spatial relationships of buildings, essential to living structure.
Physical Materials, Shapes, and Phenomenaconcept0.781
Sequential Geometryconcept0.763
A geometric structure characterizing sequential reasoning task representations, used as a test case for manifold steering
concept geometryconcept0.763
The spatial/geometric organization of conceptual structure within neural network representations; central to the paper's thesis.
Video world model task with geometry corresponding to physical dynamicsconcept0.759
Video model experimental setting demonstrating cross-modality generality of manifold steering.
real-world geometryconcept0.754
The structured geometry present in the external world (e.g., circles, spatial manifolds) that networks learn to mirror.
Evolutionary dynamicsconcept0.751
The change in genotype/phenotype frequencies over generations under selection, mutation, and development.
Geometry of Interactionconcept0.747
Dynamic model connecting logic to geometry through explicit treatment of information flow and interaction; demonstrates emergent logical complexity from simple copy-cat processes.