De-Signing Hamiltonians for Quantum Adiabatic Optimization
- URL: http://arxiv.org/abs/2004.07681v2
- Date: Thu, 17 Sep 2020 23:11:54 GMT
- Title: De-Signing Hamiltonians for Quantum Adiabatic Optimization
- Authors: Elizabeth Crosson, Tameem Albash, Itay Hen, A. P. Young
- Abstract summary: We map every non-stoquastic adiabatic path ending in a classical Hamiltonian to a corresponding stoquastic adiabatic path.
We find that the paths based on non-stoquastic Hamiltonians have generically smaller spectral gaps between the ground and first excited states.
- Score: 0.30586855806896046
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Quantum fluctuations driven by non-stoquastic Hamiltonians have been
conjectured to be an important and perhaps essential missing ingredient for
achieving a quantum advantage with adiabatic optimization. We introduce a
transformation that maps every non-stoquastic adiabatic path ending in a
classical Hamiltonian to a corresponding stoquastic adiabatic path by
appropriately adjusting the phase of each matrix entry in the computational
basis. We compare the spectral gaps of these adiabatic paths and find both
theoretically and numerically that the paths based on non-stoquastic
Hamiltonians have generically smaller spectral gaps between the ground and
first excited states, suggesting they are less useful than stoquastic
Hamiltonians for quantum adiabatic optimization. These results apply to any
adiabatic algorithm which interpolates to a final Hamiltonian that is diagonal
in the computational basis.
Related papers
- Quantum Boltzmann machine learning of ground-state energies [3.187381965457262]
Esting the ground-state energy of Hamiltonians is a fundamental task for which quantum computers can be helpful.
We analyze the performance of quantum Boltzmann machines for this task.
Our algorithm estimates the gradient of the energy function efficiently by means of a novel quantum circuit construction.
arXiv Detail & Related papers (2024-10-16T18:22:03Z) - Quantum tomography of helicity states for general scattering processes [55.2480439325792]
Quantum tomography has become an indispensable tool in order to compute the density matrix $rho$ of quantum systems in Physics.
We present the theoretical framework for reconstructing the helicity quantum initial state of a general scattering process.
arXiv Detail & Related papers (2023-10-16T21:23:42Z) - Sparse random Hamiltonians are quantumly easy [105.6788971265845]
A candidate application for quantum computers is to simulate the low-temperature properties of quantum systems.
This paper shows that, for most random Hamiltonians, the maximally mixed state is a sufficiently good trial state.
Phase estimation efficiently prepares states with energy arbitrarily close to the ground energy.
arXiv Detail & Related papers (2023-02-07T10:57:36Z) - Stochastic approach for quantum metrology with generic Hamiltonians [0.0]
We introduce a quantum-circuit-based approach for studying quantum metrology with generic Hamiltonians.
We present a time-dependent parameter-shift rule for derivatives of evolved quantum states.
In magnetic field estimations, we demonstrate the consistency between the results obtained from the parameter-shift rule and the exact results.
arXiv Detail & Related papers (2022-04-03T11:46:06Z) - Digitized-Counterdiabatic Quantum Optimization [4.336065967298193]
We propose digitized-diabatic quantum optimization (DCQO) to achieve enhancement over adiabatic quantum optimization for the general Ising spin-glass model.
This is accomplished via the digitization of adiabatic quantum algorithms that are catalysed by the addition of non-stoquastic counterdiabatic terms.
arXiv Detail & Related papers (2022-01-03T18:21:54Z) - Quantum probes for the characterization of nonlinear media [50.591267188664666]
We investigate how squeezed probes may improve individual and joint estimation of the nonlinear coupling $tildelambda$ and of the nonlinearity order $zeta$.
We conclude that quantum probes represent a resource to enhance precision in the characterization of nonlinear media, and foresee potential applications with current technology.
arXiv Detail & Related papers (2021-09-16T15:40:36Z) - Algebraic Compression of Quantum Circuits for Hamiltonian Evolution [52.77024349608834]
Unitary evolution under a time dependent Hamiltonian is a key component of simulation on quantum hardware.
We present an algorithm that compresses the Trotter steps into a single block of quantum gates.
This results in a fixed depth time evolution for certain classes of Hamiltonians.
arXiv Detail & Related papers (2021-08-06T19:38:01Z) - Spectral clustering under degree heterogeneity: a case for the random
walk Laplacian [83.79286663107845]
This paper shows that graph spectral embedding using the random walk Laplacian produces vector representations which are completely corrected for node degree.
In the special case of a degree-corrected block model, the embedding concentrates about K distinct points, representing communities.
arXiv Detail & Related papers (2021-05-03T16:36:27Z) - Spectral Analysis of Product Formulas for Quantum Simulation [0.0]
We show that the Trotter step size needed to estimate an energy eigenvalue within precision can be improved in scaling from $epsilon$ to $epsilon1/2$ for a large class of systems.
Results partially generalize to diabatic processes, which remain in a narrow energy band separated from the rest of the spectrum by a gap.
arXiv Detail & Related papers (2021-02-25T03:17:25Z) - Stoquasticity in circuit QED [78.980148137396]
We show that scalable sign-problem free path integral Monte Carlo simulations can typically be performed for such systems.
We corroborate the recent finding that an effective, non-stoquastic qubit Hamiltonian can emerge in a system of capacitively coupled flux qubits.
arXiv Detail & Related papers (2020-11-02T16:41:28Z) - Quantum Zeno approach for molecular energies with maximum commuting
initialHamiltonians [0.0]
We use a quantum adiabatic and simulated-annealing framework to compute the ground state of small molecules.
In addition to the ground state, the low lying excited states canbe obtained using this quantum Zeno approach with equal accuracy to that of the ground state.
arXiv Detail & Related papers (2020-06-01T16:43:22Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.