Extended Data 10; SI: motion
Cycles and relational transport
Cyclic concepts follow nearly closed rotations under the stated reweighting construction. Analogy relations share a probability-displacement direction.
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Methods and interpretation
The cycle is measured in the experiment’s explicitly defined reference coordinates.
Procedure in the paper: Reconstruct the fixed cyclic concept sets, reference ordering, step rules and transport controls. Separately evaluate the declared analogy relation pairs and displacement measurements.
Code and data
v0.1.0 · 63 KB · View source on GitHub ↗
Static weekday rotation, both displayed layer12/R8 concept walks, and the complete12-concept transport/isometry panel with original analysis rules; historical checkpoint equivalence is explicitly assumed.
Each standalone package includes code, shared helpers, required small inputs and reference results, with setup and commands in its README. Model weights and public datasets are obtained separately where needed.
Download complete source (v0.1.0) for all experiments and the companion website.