method
active
method:equilibrium-reasoners-eqrEquilibrium Reasoners (EqR)
One of four reasoning architectures probed; iterates paired latents, used on Sudoku-Extreme and Maze-Unique.
Neighborhood — ranked by edge-count
Papers (1)
paper
- Fractal basins trap latent reasoningcitesmentions
Datasets (2)
dataset
- Sudoku-ExtremecitesSudoku benchmark test set with annotated backtracking-based difficulty, used to probe basins under varying difficulty.
- Maze-UniquecitesMaze test split used with EqR checkpoints.
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- A state of balance among forces, creating an appearance of stasis; can be symmetrical or dynamic.
- Normalized EI bounded 0-1, decomposed into determinism minus degeneracy.
- The capacity to be substantively rational and respond appropriately to reasons.
- Friston's key assertion resolving the tautology: existence implies free energy minimization, making inference inevitable.
- Goals and stressors are key invariants unifying cognitive systems across diverse embodiments.claim0.683Levin's assertion that goal-directed activity is the unifying principle across morphogenesis, behavior, and physiological allostasis.
- The dead inert state where all energy differences are equalized; organisms avoid this by metabolism.
- Concise statement of the free-energy principle's unification of action and perception.