Mutual Information

Expected mutual information between future states and outcomes; equivalent to intrinsic value.

Neighborhood — ranked by edge-count

concept

Information Gain / Mutual Information
related_to
The reduction in uncertainty about hidden states afforded by observing outcomes, motivating epistemic exploration.
Information Gain
associated_with
Reduction in uncertainty about hidden states or parameters, driving exploration.
Epistemic Value
associated_with
Expected information gain about hidden states; drives curiosity and novelty-seeking; mutual information term in expected free energy.
Bayesian Surprise
associated_with
KL divergence between prior and posterior beliefs; used in visual salience.

cosine ≥ 0.65 · no typed edge

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

Mutual Information Cap on Alignmentconcept0.807
The theoretical cap on cross-modal alignment determined by mutual information between input signals and model capacity
Multi Informationconcept0.795
Multivariate information transmission (McGill 1954); a measure of total dependence among variables.
Redundant Informationconcept0.786
Information shared across all sources in PID.
Mutual compatibility of plansconcept0.784
Goal state achieved when cognitive glue (price system) enables coordination of individual/group plans
Synergistic Informationconcept0.780
Information-theoretic measure (Edlund et al.) characterizing interdependencies in agent-environment systems.
Unique Informationconcept0.772
Information held by one source but not others in PID.
Cooperationconcept0.769
Competing or cooperating with neighbours; a plant behaviour.
Mutual Embeddingconcept0.767
A reinforcing interlock between different materials, mentioned alongside Deep Interlock in West Dean construction.