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The Optical Implementation of Backpropagation (Oxford, Lumai)

  • Researchers at University of Oxford and Lumai Ltd. have published a technical paper titled 'Training neural networks with end-to-end optical backpropagation'.
  • The paper discusses the implementation of backpropagation in optical neural networks, which can significantly enhance computational speed and energy efficiency.
  • The researchers propose a simple scheme that employs saturable absorbers for the role of activation units in optical backpropagation, enabling the construction of NNs reliant on analog optical processes.
  • The study opens up possibilities for the development of optical hardware for machine learning, with potential advancements in computational speed and energy efficiency.

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