Faster variational quantum algorithms with quantum kernel-based surrogate models

Alistair W. R. Smith, A. J. Paige, M. S. Kim

We present a new optimization method for small-to-intermediate scale variational algorithms on noisy near-term quantum processors which uses a Gaussian process surrogate model equi…