Boltzmann Sampling of Frustrated J1 - J2 Ising Models with Programmable Quantum Annealers
Abstract
One of the surprising, and potentially very useful, capabilities of analog quantum computers, such as D-Wave quantum annealers, is sampling from the Boltzmann, or Gibbs, distribution defined by a classical Hamiltonian. In this study, we thoroughly examine the ability of D-Wave quantum annealers to sample from the Boltzmann distribution defined of a canonical type of competing magnetic frustration - model; the ANNNI (axial next-nearest-neighbor Ising) model. Boltzmann sampling error rate is quantified for standard linear-ramp anneals ranging from nanosecond annealing times up to microseconds on two different D-Wave quantum annealing processors. Interestingly, we find some analog hardware parameters which result in a very high accuracy (down to a TVD of ) and low temperature sampling (down to ) in a frustrated region of the ANNNI model magnetic phase diagram. This bolsters the viability of current analog quantum computers for thermodynamic sampling applications of highly frustrated magnetic spin systems.
Cite
@article{arxiv.2511.03796,
title = {Boltzmann Sampling of Frustrated J1 - J2 Ising Models with Programmable Quantum Annealers},
author = {Elijah Pelofske},
journal= {arXiv preprint arXiv:2511.03796},
year = {2025}
}