finding
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finding:all-three-agent-types-active-inference-q-learning-bayesian-rl-perform-adequately-in-stationary-frozenlake-only-active-inference-achieves-bayes-optimal-behavior-in-non-stationary-settings

All three agent types (active inference, Q-learning, Bayesian RL) perform adequately in stationary FrozenLake; only active inference achieves Bayes-optimal behavior in non-stationary settings.

sajid_2021_active_inference_demystified.md
Frontmatter (12 fields)
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  "context": "Key empirical result validating online planning capability of active inference.",
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  "norm_label": "All three agent types (active inference, Q-learning, Bayesian RL) perform adequately in stationary FrozenLake; only active inference achieves Bayes-optimal behavior in non-stationary settings.",
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  "extracted_type": "finding",
  "source_location": "§1 Introduction, L232-234",
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Mentions (1)

  • papers-typed
    sajid_2021_active_inference_demystified.md