How does emergent causality change when the system is changed to adapt to the environment?

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• How does emergent causality have functional effects on the system?question0.836
  Question about downward causation and mind–body interaction.
• There exists a phase transition of emergent causality in complex systems when a key parameter changes.hypothesis0.779
  Speculation in the discussion.
• When does causal emergence occur?question0.752
  Open problem stated in §5.4.
• Causal emergence provides new perspectives for causal representation learning, interpreting latent variables as emergent causalities.claim0.749
  Cross-fertilization claim made in discussion.
• Causal emergence is widespread across measures of causation, not just EI.claim0.743
  Claim by Comolatti & Hoel (2022) endorsed by this survey.
• Causally Emergent Alignment Hypothesishypothesis0.742
  The hypothesis that successful RL agents will display causal emergence that is predictive of final reward early in training and whose representational dynamics align with reward improvement.
• How causally emergent are artificial agents compared to biological ones?question0.739
  Core motivating question addressed by the empirical RL study; identified as major knowledge gap.
• Close-knit adaptation of system elements arising over time is central observable in nature and human-formed ecological systems but eludes simple algorithmic formulation.claim0.738
  Alexander's core assertion that subtle adaptive processes are too simple and common-sense-based for conventional computation but profoundly important.