Organizational Invariance

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

• Causal Invarianceconcept0.817
  Property that causal mechanisms remain stable across environments; desirable for OOD.
• Prompt Invariance Testmethod0.754
  Testing five phrasings of the self-referential prompt to confirm robustness to wording variation
• Boundary-Size Invarianceconcept0.751
  Property where a rule learned on fixed-size grid generalizes to larger grids, observed in checkerboard and lizard experiments
• Contravariance Principleconcept0.743
  Cao & Yamins principle: solution set for an easy goal is large, for a challenging goal comparatively smaller; cited as theoretical basis for multitask scaling hypothesis
• Alignmentconcept0.728
  The goal of making model behavior match human values and intentions, often addressed during post-training.
• Prompt Invariance Replicationmethod0.725
  Five variants of the experimental prompt tested to confirm the effect is robust to changes in specific wording
• Covariance Poolingmethod0.724
  Novel aggregation technique replacing mean pooling; preserves joint activation structure (feature co-occurrence) in token embeddings.
• Self-Organizationconcept0.707
  Spontaneous emergence of long-range order in networks; modeled as neural and basal cognition.