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Arxiv

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Image Credit: Arxiv

Emergence of Structure in Ensembles of Random Neural Networks

  • Randomness in systems often leads to emergent global behaviors transitioning from disorder to organization.
  • A theoretical model for studying collective behaviors in ensembles of random classifiers has been introduced.
  • Ensembles weighted through Gibbs measure at a finite temperature parameter show optimal classification based on loss.
  • Experiments on MNIST dataset highlight the universal nature of observed behavior in high-quality, noiseless data.

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