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concept:kl-divergence

KL Divergence

A measure of the difference between two probability distributions, used extensively in free energy formulations.

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  • Measuring KL divergence between original and post-intervention outputs on Alpaca prompts to assess behavioral preservation
  • Core phenomenon studied: when causal interventions shift internal representations away from the natural distribution
  • KL Controlframework0.757
    Control framework minimizing expected complexity; shown to be a special case of expected free energy minimization
  • Divergences that occur in the behavioral null-space and do not affect functional claims about the model
  • Divergences that activate hidden pathways or cause dormant behavioral changes, undermining mechanistic claims
  • Control approach that minimizes KL divergence to a target distribution; underlies risk term in expected free energy.
  • Kang K. L. Liuconcept0.691
    Researcher on wealth distribution dynamics and agent-based economic growth models; appears in multiple foundational papers.
  • The process by which individuals, through refining their ability to perceive living structure, gradually come to agree on aesthetic and life judgments.