Can Tissue Collectives Be Trained Via Reinforcement Learning

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• If cellular collectives are learning agents, then reinforcement learning protocols should be able to train tissues to produce specific morphologies.hypothesis0.887
  Ongoing experimental test: using rewards and punishments to shape anatomical outcomes without micromanaging molecular pathways.
• Can Tissues Be Trained Via Reinforcement Learning Toquestion0.883
• The collective intelligence of tissues is sophisticated enough to be trainable via reinforcement learning for specific morphological outcomes.hypothesis0.875
  Ongoing test prediction: tissues can associate stimuli with rewards to modify anatomy.
• Can Tissue Morphogenesis Be Trained Using Reinforcement Learningquestion0.845
• Reinforcement Learning for Tissuesmethod0.826
  Proposed experimental paradigm to train morphogenesis using rewards and punishments, treating tissues as learning agents.
• Reinforcement learning of tissuesconcept0.812
  The hypothesis that cellular collectives can be trained via rewards/punishments to produce specific morphological outcomes.
• Can Morphogenetic Systems Be Trained Via Reinforcement Learningquestion0.805
• Morphogenetic tissues can be trained via reinforcement learning for specific anatomical outcomes, bypassing the complexity of genomic editing.claim0.790
  Proposes a biomedical strategy of controlling growth by exploiting the learning capacity of cellular collectives.