Markov Blankets Approach

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• Markov Blanketsmethod0.894
• Markov Blanketconcept0.864
  A statistical partition of states that separates internal states from external hidden states; fundamental to self-organization in the paper.
• A Markov blanket is (almost) inevitable in coupled dynamical systems with short-range interactions.claim0.776
  Argument that physical laws inevitably produce Markov blankets.
• Minimum entropy Markov blankets may characterize biological systems.claim0.741
  Conjecture about what distinguishes living from non-living systems.
• Is there a unique Markov blanket for any given system?question0.738
  Question about the multiplicity of Markov blankets across scales.
• Markov Decision Process (MDP)framework0.737
  Generative model substrate for active inference; discrete states, actions, outcomes, and temporal policies.
• Is there a unique Markov blanket for any given system, or do nested multi-scale Markov blankets all exhibit life-like behavior?question0.736
  Poses challenge to definition: if every Markov blanket induces active inference, is there lifelike behavior everywhere?
• Anti-Markovian Solutionconcept0.693
  Strategy used by transformers that recomputes relevant numeric information at each step, unlike Markovian GRU solutions; detected by MAS but not by RSA/CKA.