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Variational Quantum Linear Solver without Barren Plateaus

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PlateaulessVQLS

Using techniques to avoid or escape barren plateaus during the optimization of a variational quantum algorithm.

Origins of Barren Plateaus

  • Exponentially large Hilbert spaces
  • Circuit expressiveness
  • Input state
  • Noise

Methods

  • Local Cost Function
  • Classical Deep Neural Networks

To Be Implemented

  • Shallow circuits
  • Small dynamical Lie algebras
  • Variable structure ansatzes
  • Recurrent Neural Networks
  • Convolutional Neural Networks

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