Cyclic Recurrence

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

• Algorithmic recurrenceconcept0.845
  Processing where the same operation is applied repeatedly via weight sharing, as in RNNs; contrasts with implementational recurrence.
• autoregressive recurrenceconcept0.822
  Transformers are recurrent through autoregression because the K/V stream provides horizontal information flow across positions, even though each forward pass is feedforward.
• Implementational recurrenceconcept0.814
  Recurrence via feedback loops where individual neurons process information repeatedly.
• Cyclic Fixed Pointconcept0.786
  The key theoretical contribution: each layer in a cyclic recurrence converges to a distinct fixed point, tracing a consistent trajectory in latent space
• repetitionconcept0.777
  The reappearance of similar elements, essential for unity and order in a living floor or ceiling.
• Cyclic Geometryconcept0.763
  One of the geometric structures used to characterize reasoning task representations in language models, used as a test case for manifold steering
• Recursion of centersconcept0.762
  The process by which centers are built up, strengthened, and toughened from other centers, deepening their I-like quality.
• Two-stage cyclic computationconcept0.760
  Llama's discovered algorithm: first compute integer sum via base-10 addition, then map the sum back to cyclic concept space