How Does Evolution Search The Space Of Behaviorshaping

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• Evolution actually searches not only genotype space but a more tractable space of behavior-shaping signals that exploit cellular intelligence.claim0.832
  Central thesis of the paper.
• How Can Evolution Navigate The Rugged Search Spacequestion0.820
• How Can Evolution Explore Design Space And Improvequestion0.802
• To What Degree Does Evolution Search In Thequestion0.786
• Behavior Spaceconcept0.776
  A geometric space of all output token probability distributions, equipped with Hellinger distance, used to visualize model behavior.
• What features of morphogenesis enable evolution to search a difficult space with pleiotropy, degeneracy, and redundancy so rapidly and effectively?question0.752
  Core open problem: asks how cellular competency affords evolutionary speed and robustness despite the ruggedness of the genotype-phenotype mapping.
• Evolution learns to generalize beyond default morphologies, producing problem-solving machines.claim0.745
  Argues that evolutionary learning goes beyond specific adaptations.
• We hypothesize that interventions that respect the geometry of activation space will yield behaviors close to those the model exhibits naturallyhypothesis0.745
  The core testable hypothesis driving the experimental design