Bellman Optimality Principle

Classical optimal control principle argued to be inapplicable to belief-based epistemic problems

Neighborhood — ranked by edge-count

framework

Active Inference
contradicts
Foundational framework by Karl Friston; the paper extends it to three hierarchical levels for modeling meta-awareness.

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.

Active inference dispenses with the Bellman optimality principle and replaces it with a (variational) principle of least action.claim0.787
§2, expected free energy section.
Pareto optimalityconcept0.767
Trade-off concept where no metric can be improved without worsening another.
Duality Principleconcept0.752
Any statement about a poset P yields a dual statement about P^∂ by interchanging ≤ and ≥; permits proof of one statement to establish its dual.
Bell's theoremconcept0.751
A result in quantum mechanics asserting deep connectedness in the fabric of space, cited as a theory touching on not-separateness.
Occam's Principleconcept0.742
Principle that simpler models generalizing evidence are preferred; implemented via complexity minimization in free energy
Optimal Control Theoryframework0.738
Design of controllers to minimize a cost function.
Maximum Entropy Principleframework0.733
Jaynes' principle that systems maximize entropy under constraints.
Optimal Bayesian Designframework0.730
Selecting actions to maximize expected information gain.