Multi Information

Multivariate information transmission (McGill 1954); a measure of total dependence among variables.

Neighborhood — ranked by edge-count

paper

framework

Integrated Information Theory
associated_with
Tononi et al. framework quantifying consciousness via integration; provides mathematical tools for measuring agent complexity.

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 Informationconcept0.795
Expected mutual information between future states and outcomes; equivalent to intrinsic value.
Multiple Viewsconcept0.769
Redundant Informationconcept0.765
Information shared across all sources in PID.
Unique Informationconcept0.765
Information held by one source but not others in PID.
Predictive Informationconcept0.759
Bialek/Ay information-theoretic measure; characterizes agent capacity to predict future from past.
VS-Multimethod0.751
A VS variant that generates k responses with probabilities across multiple conversation turns for additional diversity
Value of Informationconcept0.750
Economic concept related to epistemic value in expected free energy; information needed to realize rewards
Information Orderingconcept0.748
Order relations modeling approximation and information content; appears in string prefixes, interval approximations, and partial maps.