Negative Reinforcement in Addiction

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• The chronic pain agent's relief-seeking cycle provides a computational parallel to negative reinforcement in addictionclaim0.770
  Author's psychological interpretation of chronic agent behavior as analogous to addiction dynamics
• Inverse Reinforcement Learningmethod0.766
  Value learning method inferring reward function from expert demonstrations; reviewed as insufficient for superintelligent alignment
• Reinforcement Learningframework0.749
  Alternative framework for agent behavior; based on reward maximization rather than free energy minimization.
• negative valueconcept0.730
  Negative of value, equated with free-energy and surprise.
• Rewards reinforce behaviors that secure rewards.concept0.727
  Highlights circularity in RL reward hypothesis; grounds motivation for preference-based active inference.
• Reinforcement Learning from Human Feedbackmethod0.726
  Method for fine-tuning LMs based on human preferences; mentioned as combining RL and LMs.
• Negative Entropyconcept0.713
  Schrödinger's concept that living systems maintain order by extracting 'negative entropy' (order) from environment, reconciling second law of thermodynamics.
• Reducing false negatives in sentience attributionconcept0.711