What is the generative model that best explains observable data from a behaving agent?

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• Generative models are entailed by adaptive behavior, not explicitly encoded in brain statesclaim0.811
  Distinction from Bayesian brain: generative model is consequence of dynamics, not neural representation
• Generative Model Fitting to AI Behaviormethod0.808
  Proposed future method: fit active inference generative models to AI behavior to verify wise world model internalization
• The key challenge for active inference is finding the generative model that best explains observable data.claim0.804
  Identifies an outstanding problem, Section 10.
• Generative Modelconcept0.782
  Agent's internal probabilistic model of environment; enables belief inference about hidden states given outcomes.
• Park et al. 2023: Generative agents — interactive simulacra of human behaviorconcept0.778
  Paper on LLM-based simulacra of human behaviour; cited as ref 3
• How best to understand the function and properties of generative and recognition models under the FEP given active processes?question0.774
  Core research question motivating the paper's dual-interpretation investigation
• Agent-based computational modelmethod0.766
  The computational approach used to simulate morphogenesis with cells as agents on a 2D grid; allows quantitative testing of stress-sharing hypothesis.
• How do biological organisms evolve their generative model to account for new sensory observations?question0.764
  Structure learning challenge in Discussion.