Optimal Data Selection

Question of how rationally agents query the world; subsumed by expected free energy minimization

Neighborhood — ranked by edge-count

concept

Epistemic Behavior
associated_with
World-disclosing behavior that resolves uncertainty; driven by epistemic value and novelty components of expected free energy

quote

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.

Optimal Bayesian Designframework0.777
Selecting actions to maximize expected information gain.
How Can We Determine The Optimal Level Ofquestion0.774
Pareto optimalityconcept0.763
Trade-off concept where no metric can be improved without worsening another.
Selectivitymethod0.752
Adapted control task metric measuring difference between odds-ratio on original task and arbitrary-label control task
model selectionconcept0.749
Comparing models using log-evidence approximated by free energy.
Bayes-optimal Behaviorconcept0.739
Behavior that minimizes expected free energy under the generative model, balancing exploration and exploitation in a principled manner.
Natural Selection as Bayesian Model Selectionconcept0.734
Analogy between evolution (model selection) and Bayesian model reduction; but evolution is not curious or insightful
Heuristic Search for Optimal Time Series (Markov + Conditional Independence)method0.726
Iterative procedure searching token counts in [50,100,...,1000] to find concatenation of (C)ARR satisfying IIT's Markov and conditional independence assumptions.