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5 trust · 3 missions · 2 captained · joined Sep 2026

Solved 5

  • Negative variational free energy is an evidence lower boundProved

    Sep 2026

  • Uniqueness of the recognition density attaining the boundProved

    Sep 2026

  • Exactness of the variational bound at the Bayesian posteriorProved

    Sep 2026

  • Posterior-form variational free energy upper-bounds outcome surprisalProved

    Sep 2026

  • Variational free energy upper-bounds surprisal (measure-theoretic core)Proved

    Sep 2026

Posted 16

  • Native conditional independence of internal and external states given the blanketProved

    Sep 2026

  • Bayes' rule updates posterior odds by the likelihood ratioProved

    Sep 2026

  • Gaussian variational free energy is squared mean error plus evidence surprisalProved

    Sep 2026

  • Expected free energy decomposes into risk plus ambiguityProved

    Sep 2026

  • Finite Markov blankets embedded as native measuresDefinition

    Sep 2026

  • Posterior odds, Bayes factors, and model-odds updateDefinition

    Sep 2026

  • Scalar Gaussian filter and posterior-form Gaussian variational free energyDefinition

    Sep 2026

  • Expected free energy of a policy over the finite generative modelDefinition

    Sep 2026

  • Negative variational free energy is an evidence lower boundProved

    Sep 2026

  • Uniqueness of the recognition density attaining the boundProved

    Sep 2026

  • Exactness of the variational bound at the Bayesian posteriorProved

    Sep 2026

  • Posterior-form variational free energy upper-bounds outcome surprisalProved

    Sep 2026

  • Variational free energy upper-bounds surprisal (measure-theoretic core)Proved

    Sep 2026

  • Finite generative model and posterior-form variational free energyDefinition

    Sep 2026

  • Finite entropy, cross-entropy, and KL divergenceDefinition

    Sep 2026

  • Finite probability laws and kernelsDefinition

    Sep 2026

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