Variational quantum state diagonalization
Abstract
Abstract Variational hybrid quantum-classical algorithms are promising candidates for near-term implementation on quantum computers. In these algorithms, a quantum computer evaluates the cost of a gate sequence (with speedup over classical cost evaluation), and a classical computer uses this information to adjust the parameters of the gate sequence. Here we present such an algorithm for quantum state diagonalization. State diagonalization has applications in condensed matter physics (e.g., entanglement spectroscopy) as well as in machine learning (e.g., principal component analysis). For a quantum state ρ and gate sequence U , our cost function quantifies how far $$$$U\rho U^\dagger$$$$ is from being diagonal. We introduce short-depth quantum circuits to quantify our cost. Minimizing this cost returns a gate sequence that approximately diagonalizes ρ . One can then read out approximations of the largest eigenvalues, and the associated eigenvectors, of ρ . As a proof-of-principle, we implement our algorithm on Rigetti’s quantum computer to diagonalize one-qubit states and on a simulator to find the entanglement spectrum of the Heisenberg model ground state.
- Authors:
- Publication Date:
- Research Org.:
- Los Alamos National Laboratory (LANL), Los Alamos, NM (United States); Quantum Information Science (QIS)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES) (SC-22). Materials Sciences & Engineering Division; USDOE National Nuclear Security Administration (NNSA)
- OSTI Identifier:
- 1619716
- Alternate Identifier(s):
- OSTI ID: 1544727
- Report Number(s):
- LA-UR-18-29266
Journal ID: ISSN 2056-6387; 57; PII: 167
- Grant/Contract Number:
- 89233218CNA000001
- Resource Type:
- Published Article
- Journal Name:
- npj Quantum Information
- Additional Journal Information:
- Journal Name: npj Quantum Information Journal Volume: 5 Journal Issue: 1; Journal ID: ISSN 2056-6387
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United Kingdom
- Language:
- English
- Subject:
- 97 MATHEMATICS AND COMPUTING; Quantum Information Science (QIS)
Citation Formats
LaRose, Ryan, Tikku, Arkin, O’Neel-Judy, Étude, Cincio, Lukasz, and Coles, Patrick J. Variational quantum state diagonalization. United Kingdom: N. p., 2019.
Web. doi:10.1038/s41534-019-0167-6.
LaRose, Ryan, Tikku, Arkin, O’Neel-Judy, Étude, Cincio, Lukasz, & Coles, Patrick J. Variational quantum state diagonalization. United Kingdom. https://doi.org/10.1038/s41534-019-0167-6
LaRose, Ryan, Tikku, Arkin, O’Neel-Judy, Étude, Cincio, Lukasz, and Coles, Patrick J. Wed .
"Variational quantum state diagonalization". United Kingdom. https://doi.org/10.1038/s41534-019-0167-6.
@article{osti_1619716,
title = {Variational quantum state diagonalization},
author = {LaRose, Ryan and Tikku, Arkin and O’Neel-Judy, Étude and Cincio, Lukasz and Coles, Patrick J.},
abstractNote = {Abstract Variational hybrid quantum-classical algorithms are promising candidates for near-term implementation on quantum computers. In these algorithms, a quantum computer evaluates the cost of a gate sequence (with speedup over classical cost evaluation), and a classical computer uses this information to adjust the parameters of the gate sequence. Here we present such an algorithm for quantum state diagonalization. State diagonalization has applications in condensed matter physics (e.g., entanglement spectroscopy) as well as in machine learning (e.g., principal component analysis). For a quantum state ρ and gate sequence U , our cost function quantifies how far $$U\rho U^\dagger$$ U ρ U † is from being diagonal. We introduce short-depth quantum circuits to quantify our cost. Minimizing this cost returns a gate sequence that approximately diagonalizes ρ . One can then read out approximations of the largest eigenvalues, and the associated eigenvectors, of ρ . As a proof-of-principle, we implement our algorithm on Rigetti’s quantum computer to diagonalize one-qubit states and on a simulator to find the entanglement spectrum of the Heisenberg model ground state.},
doi = {10.1038/s41534-019-0167-6},
journal = {npj Quantum Information},
number = 1,
volume = 5,
place = {United Kingdom},
year = {Wed Jun 26 00:00:00 EDT 2019},
month = {Wed Jun 26 00:00:00 EDT 2019}
}
https://doi.org/10.1038/s41534-019-0167-6
Web of Science
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