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Reservoir Computing: A New Paradigm for Neural Networks

  • Reservoir Computing emerges as a solution to the difficulties faced by Recurrent Neural Networks (RNNs).
  • Reservoir Computing has been successfully applied in various fields including natural language processing, computational biology, neuroscience, robotics, and physics.
  • This survey explores the history and appeal of traditional feed-forward and recurrent neural networks, along with the theory and models of the reservoir computing paradigm.
  • Recent papers utilizing reservoir computing in different scientific fields are reviewed in this survey.

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