Feature integration theory

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

• Integrationconcept0.778
  Key property enabling organized collective action; mechanism by which parts coordinate into functional wholes.
• Integrated Information Theoryframework0.765
  Tononi et al. framework quantifying consciousness via integration; provides mathematical tools for measuring agent complexity.
• Feature engineeringconcept0.745
  Domain of techniques for constructing informative features from raw data; covariance pooling is a feature engineering method for token sequences.
• Process Theoryconcept0.731
  Foundational framework consisting of systems (wires), processes (boxes), and composition (wirings); basis for quantum and compositional reasoning.
• predictive integrationconcept0.729
  The mid-to-late layer computational process that converts routed perturbation signals into explicit predictions
• Feature Densityconcept0.716
  Fraction of training tokens on which a given feature has nonzero activation; used as proxy metric for autoencoder quality
• Information theory (predictive, synergistic, integrated)framework0.714
  Formal mathematical framework (Bialek, Tononi, etc.) proposed to characterize autonomous agents and synergies between them.
• Information Integrationmethod0.714
  Integration of signals across components to compute holistic states, a hallmark of organismic individuality and basal cognition