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Research on Hopfield Models part10(Machine Learning 2024)

  • Growing demand for high-speed Ising-computing-specific hardware has prompted a need for determining how the accuracy depends on a hardware implementation with physically limited resources.
  • To optimize the accuracy-efficiency trade-off, this study focuses on the Hopfield model with discrete coupling.
  • The order parameter equations of the Hopfield model with discrete coupling are derived using the replica method.
  • The relationship between the number of bits representing the coupling strength and the critical memory capacity is clarified.

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