Hilbert-Schmidt Independence Criterion (HSIC)

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

• Internality Criterionconcept0.699
  Criterion requiring that causal influence of internal state on description be internal, not routed through sampled outputs; rules out pseudo-introspection via self-observation.
• A single hyperparameter procedure driven by the intrinsic dictionary health audit transfers robustly across SleepFM, REVE, and LaBraM.finding0.681
  Demonstrates architecture-agnostic applicability of the SAE tuning method
• An equivalent of Ohm’s law for stress, care, and intelligence would provide a key for understanding the evolution of intelligence across a wide range of spaces.hypothesis0.678
  Speculative suggestion for a mathematical formalization.
• Heterogeneous Functions Homogeneous Fitness (HFHF) Problemquestion0.677
• A single SAE hyperparameter procedure driven by an intrinsic dictionary health audit transfers robustly across all three EEG transformer architectures.claim0.675
  Key methodological contribution claim about architecture-agnostic SAE tuning
• Task-Dependent Critical Threshold (Sc)concept0.675
  The threshold value of S above which performance shifts abruptly; model- and layer-specific
• Metacognitive Representation Criterion (Higher-Order Thought)concept0.672
  Core criterion for introspection: model must possess internal metacognitive representation of state prior to verbalization, not merely translate impulse directly into language.
• Hilbert Space Factorisationconcept0.672
  The total Hamiltonian is equally consistent with any factorisation; establishes the boundary as a modelling choice not a physical fact