Benchmarking variational quantum eigensolvers for the square-octagon-lattice Kitaev model
Abstract
Quantum spin systems may offer the first opportunities for beyond-classical quantum computations of scientific interest. While general quantum simulation algorithms likely require error-corrected qubits, there may be applications of scientific interest prior to the practical implementation of quantum error correction. The variational quantum eigensolver (VQE) is a promising approach to finding energy eigenvalues on noisy quantum computers. Lattice models are of broad interest for use on near-term quantum hardware due to the sparsity of the number of Hamiltonian terms and the possibility of matching the lattice geometry to the hardware geometry. Here, we consider the Kitaev spin model on a hardware-native square-octagon qubit connectivity map, and examine the possibility of efficiently probing its rich phase diagram with VQE approaches. By benchmarking different choices of variational Ansatz states and classical optimizers, we illustrate the advantage of a mixed optimization approach using the Hamiltonian variational Ansatz (HVA) and the potential of probing the system's phase diagram using VQE. We further demonstrate the implementation of HVA circuits on Rigetti's Aspen-9 chip with error mitigation.
- Authors:
- Publication Date:
- Research Org.:
- Fermi National Accelerator Laboratory (FNAL), Batavia, IL (United States); Ames Laboratory (AMES), Ames, IA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), High Energy Physics (HEP)
- OSTI Identifier:
- 1993317
- Alternate Identifier(s):
- OSTI ID: 1832822
- Report Number(s):
- FERMILAB-PUB-21-387-QIS; arXiv:2108.13375
Journal ID: ISSN 2643-1564; PPRHAI; 033071
- Grant/Contract Number:
- AC02-07CH11359
- Resource Type:
- Published Article
- Journal Name:
- Physical Review Research
- Additional Journal Information:
- Journal Name: Physical Review Research Journal Volume: 5 Journal Issue: 3; Journal ID: ISSN 2643-1564
- Publisher:
- American Physical Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 71 CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS; quantum algorithms; quantum computation; quantum simulation
Citation Formats
Li, Andy C. Y., Alam, M. Sohaib, Iadecola, Thomas, Jahin, Ammar, Job, Joshua, Kurkcuoglu, Doga Murat, Li, Richard, Orth, Peter P., Özgüler, A. Barış, Perdue, Gabriel N., and Tubman, Norm M. Benchmarking variational quantum eigensolvers for the square-octagon-lattice Kitaev model. United States: N. p., 2023.
Web. doi:10.1103/PhysRevResearch.5.033071.
Li, Andy C. Y., Alam, M. Sohaib, Iadecola, Thomas, Jahin, Ammar, Job, Joshua, Kurkcuoglu, Doga Murat, Li, Richard, Orth, Peter P., Özgüler, A. Barış, Perdue, Gabriel N., & Tubman, Norm M. Benchmarking variational quantum eigensolvers for the square-octagon-lattice Kitaev model. United States. https://doi.org/10.1103/PhysRevResearch.5.033071
Li, Andy C. Y., Alam, M. Sohaib, Iadecola, Thomas, Jahin, Ammar, Job, Joshua, Kurkcuoglu, Doga Murat, Li, Richard, Orth, Peter P., Özgüler, A. Barış, Perdue, Gabriel N., and Tubman, Norm M. Tue .
"Benchmarking variational quantum eigensolvers for the square-octagon-lattice Kitaev model". United States. https://doi.org/10.1103/PhysRevResearch.5.033071.
@article{osti_1993317,
title = {Benchmarking variational quantum eigensolvers for the square-octagon-lattice Kitaev model},
author = {Li, Andy C. Y. and Alam, M. Sohaib and Iadecola, Thomas and Jahin, Ammar and Job, Joshua and Kurkcuoglu, Doga Murat and Li, Richard and Orth, Peter P. and Özgüler, A. Barış and Perdue, Gabriel N. and Tubman, Norm M.},
abstractNote = {Quantum spin systems may offer the first opportunities for beyond-classical quantum computations of scientific interest. While general quantum simulation algorithms likely require error-corrected qubits, there may be applications of scientific interest prior to the practical implementation of quantum error correction. The variational quantum eigensolver (VQE) is a promising approach to finding energy eigenvalues on noisy quantum computers. Lattice models are of broad interest for use on near-term quantum hardware due to the sparsity of the number of Hamiltonian terms and the possibility of matching the lattice geometry to the hardware geometry. Here, we consider the Kitaev spin model on a hardware-native square-octagon qubit connectivity map, and examine the possibility of efficiently probing its rich phase diagram with VQE approaches. By benchmarking different choices of variational Ansatz states and classical optimizers, we illustrate the advantage of a mixed optimization approach using the Hamiltonian variational Ansatz (HVA) and the potential of probing the system's phase diagram using VQE. We further demonstrate the implementation of HVA circuits on Rigetti's Aspen-9 chip with error mitigation.},
doi = {10.1103/PhysRevResearch.5.033071},
journal = {Physical Review Research},
number = 3,
volume = 5,
place = {United States},
year = {Tue Aug 01 00:00:00 EDT 2023},
month = {Tue Aug 01 00:00:00 EDT 2023}
}
https://doi.org/10.1103/PhysRevResearch.5.033071
Works referenced in this record:
Double-slit photoelectron interference in strong-field ionization of the neon dimer
journal, January 2019
- Kunitski, Maksim; Eicke, Nicolas; Huber, Pia
- Nature Communications, Vol. 10, Issue 1
U1 snRNP regulates cancer cell migration and invasion in vitro
journal, January 2020
- Oh, Jung-Min; Venters, Christopher C.; Di, Chao
- Nature Communications, Vol. 11, Issue 1
Unbiasing fermionic quantum Monte Carlo with a quantum computer
journal, March 2022
- Huggins, William J.; O’Gorman, Bryan A.; Rubin, Nicholas C.
- Nature, Vol. 603, Issue 7901
Generating topological order from a two-dimensional cluster state using a duality mapping
journal, June 2011
- Brown, Benjamin J.; Son, Wonmin; Kraus, Christina V.
- New Journal of Physics, Vol. 13, Issue 6
Emergence of a field-driven U(1) spin liquid in the Kitaev honeycomb model
journal, January 2019
- Hickey, Ciarán; Trebst, Simon
- Nature Communications, Vol. 10, Issue 1
Challenges in design of Kitaev materials: Magnetic interactions from competing energy scales
journal, June 2016
- Winter, Stephen M.; Li, Ying; Jeschke, Harald O.
- Physical Review B, Vol. 93, Issue 21
Excitations in the field-induced quantum spin liquid state of α-RuCl3
journal, February 2018
- Banerjee, Arnab; Lampen-Kelley, Paula; Knolle, Johannes
- npj Quantum Materials, Vol. 3, Issue 1
Topological quantum error correction in the Kitaev honeycomb model
journal, August 2017
- Lee, Yi-Chan; Brell, Courtney G.; Flammia, Steven T.
- Journal of Statistical Mechanics: Theory and Experiment, Vol. 2017, Issue 8
Multivariate stochastic approximation using a simultaneous perturbation gradient approximation
journal, March 1992
- Spall, J. C.
- IEEE Transactions on Automatic Control, Vol. 37, Issue 3
Toward the first quantum simulation with quantum speedup
journal, September 2018
- Childs, Andrew M.; Maslov, Dmitri; Nam, Yunseong
- Proceedings of the National Academy of Sciences, Vol. 115, Issue 38
Quantum Orders in an Exact Soluble Model
journal, January 2003
- Wen, Xiao-Gang
- Physical Review Letters, Vol. 90, Issue 1
Tensor network simulation of the Kitaev-Heisenberg model at finite temperature
journal, October 2019
- Czarnik, Piotr; Francuz, Anna; Dziarmaga, Jacek
- Physical Review B, Vol. 100, Issue 16
Efficient Variational Quantum Simulator Incorporating Active Error Minimization
journal, June 2017
- Li, Ying; Benjamin, Simon C.
- Physical Review X, Vol. 7, Issue 2
Subspace-search variational quantum eigensolver for excited states
journal, October 2019
- Nakanishi, Ken M.; Mitarai, Kosuke; Fujii, Keisuke
- Physical Review Research, Vol. 1, Issue 3
Density matrix formulation for quantum renormalization groups
journal, November 1992
- White, Steven R.
- Physical Review Letters, Vol. 69, Issue 19
Demonstration of a parametrically activated entangling gate protected from flux noise
journal, January 2020
- Hong, Sabrina S.; Papageorge, Alexander T.; Sivarajah, Prasahnt
- Physical Review A, Vol. 101, Issue 1
Topological
Z 2
invariant in Kitaev spin liquids: Classification of gapped spin liquids beyond projective symmetry group
journal, January 2021
- Yamada, Masahiko G.
- Physical Review Research, Vol. 3, Issue 1
Variational Monte Carlo method in the presence of spin-orbit interaction and its application to Kitaev and Kitaev-Heisenberg models
journal, July 2015
- Kurita, Moyuru; Yamaji, Youhei; Morita, Satoshi
- Physical Review B, Vol. 92, Issue 3
A quantum-classical cloud platform optimized for variational hybrid algorithms
journal, March 2020
- Karalekas, Peter J.; Tezak, Nikolas A.; Peterson, Eric C.
- Quantum Science and Technology, Vol. 5, Issue 2
Zigzag Magnetic Order in the Iridium Oxide
journal, February 2013
- Chaloupka, Jiří; Jackeli, George; Khaliullin, Giniyat
- Physical Review Letters, Vol. 110, Issue 9
Proximate Kitaev quantum spin liquid behaviour in a honeycomb magnet
journal, April 2016
- Banerjee, A.; Bridges, C. A.; Yan, J. -Q.
- Nature Materials, Vol. 15, Issue 7
Anyons in an exactly solved model and beyond
journal, January 2006
- Kitaev, Alexei
- Annals of Physics, Vol. 321, Issue 1
Completely Derandomized Self-Adaptation in Evolution Strategies
journal, June 2001
- Hansen, Nikolaus; Ostermeier, Andreas
- Evolutionary Computation, Vol. 9, Issue 2
Progress towards practical quantum variational algorithms
journal, October 2015
- Wecker, Dave; Hastings, Matthew B.; Troyer, Matthias
- Physical Review A, Vol. 92, Issue 4
Dynamics of the Kitaev-Heisenberg Model
journal, October 2017
- Gohlke, Matthias; Verresen, Ruben; Moessner, Roderich
- Physical Review Letters, Vol. 119, Issue 15
Half-integer quantized anomalous thermal Hall effect in the Kitaev material candidate α-RuCl 3
journal, July 2021
- Yokoi, T.; Ma, S.; Kasahara, Y.
- Science, Vol. 373, Issue 6554
Barren plateaus in quantum neural network training landscapes
journal, November 2018
- McClean, Jarrod R.; Boixo, Sergio; Smelyanskiy, Vadim N.
- Nature Communications, Vol. 9, Issue 1
Quantum error correction: an introductory guide
journal, July 2019
- Roffe, Joschka
- Contemporary Physics, Vol. 60, Issue 3
The theory of variational hybrid quantum-classical algorithms
journal, February 2016
- McClean, Jarrod R.; Romero, Jonathan; Babbush, Ryan
- New Journal of Physics, Vol. 18, Issue 2
Variational quantum eigensolver with reduced circuit complexity
journal, August 2022
- Zhang, Yu; Cincio, Lukasz; Negre, Christian F. A.
- npj Quantum Information, Vol. 8, Issue 1
Robust non-Abelian spin liquid and a possible intermediate phase in the antiferromagnetic Kitaev model with magnetic field
journal, June 2018
- Zhu, Zheng; Kimchi, Itamar; Sheng, D. N.
- Physical Review B, Vol. 97, Issue 24
Evaluating analytic gradients on quantum hardware
journal, March 2019
- Schuld, Maria; Bergholm, Ville; Gogolin, Christian
- Physical Review A, Vol. 99, Issue 3
The ITensor Software Library for Tensor Network Calculations
journal, August 2022
- Fishman, Matthew; White, Steven; Stoudenmire, Edwin
- SciPost Physics Codebases
Demonstration of universal parametric entangling gates on a multi-qubit lattice
journal, February 2018
- Reagor, Matthew; Osborn, Christopher B.; Tezak, Nikolas
- Science Advances, Vol. 4, Issue 2
Variational quantum algorithms
journal, August 2021
- Cerezo, M.; Arrasmith, Andrew; Babbush, Ryan
- Nature Reviews Physics, Vol. 3, Issue 9
Natural evolutionary strategies for variational quantum computation
journal, July 2021
- Anand, Abhinav; Degroote, Matthias; Aspuru-Guzik, Alán
- Machine Learning: Science and Technology, Vol. 2, Issue 4
Implementation of XY entangling gates with a single calibrated pulse
journal, November 2020
- Abrams, Deanna M.; Didier, Nicolas; Johnson, Blake R.
- Nature Electronics, Vol. 3, Issue 12
Hardware-efficient variational quantum eigensolver for small molecules and quantum magnets
journal, September 2017
- Kandala, Abhinav; Mezzacapo, Antonio; Temme, Kristan
- Nature, Vol. 549, Issue 7671
Rigorous measurement error correction
journal, June 2020
- Geller, Michael R.
- Quantum Science and Technology, Vol. 5, Issue 3
A non-orthogonal variational quantum eigensolver
journal, July 2020
- Huggins, William J.; Lee, Joonho; Baek, Unpil
- New Journal of Physics, Vol. 22, Issue 7
Field stability of Majorana spin liquids in antiferromagnetic Kitaev models
journal, June 2020
- Berke, Christoph; Trebst, Simon; Hickey, Ciarán
- Physical Review B, Vol. 101, Issue 21
Mott Insulators in the Strong Spin-Orbit Coupling Limit: From Heisenberg to a Quantum Compass and Kitaev Models
journal, January 2009
- Jackeli, G.; Khaliullin, G.
- Physical Review Letters, Vol. 102, Issue 1
Adaptive Variational Quantum Imaginary Time Evolution Approach for Ground State Preparation
journal, October 2021
- Gomes, Niladri; Mukherjee, Anirban; Zhang, Feng
- Advanced Quantum Technologies, Vol. 4, Issue 12
Scalable Quantum Simulation of Molecular Energies
journal, July 2016
- O’Malley, P. J. J.; Babbush, R.; Kivlichan, I. D.
- Physical Review X, Vol. 6, Issue 3
A symmetry principle for topological quantum order
journal, May 2009
- Nussinov, Zohar; Ortiz, Gerardo
- Annals of Physics, Vol. 324, Issue 5
An adaptive variational algorithm for exact molecular simulations on a quantum computer
journal, July 2019
- Grimsley, Harper R.; Economou, Sophia E.; Barnes, Edwin
- Nature Communications, Vol. 10, Issue 1
Exploring Entanglement and Optimization within the Hamiltonian Variational Ansatz
journal, December 2020
- Wiersema, Roeland; Zhou, Cunlu; de Sereville, Yvette
- PRX Quantum, Vol. 1, Issue 2
Derivative-free optimization: a review of algorithms and comparison of software implementations
journal, July 2012
- Rios, Luis Miguel; Sahinidis, Nikolaos V.
- Journal of Global Optimization, Vol. 56, Issue 3
Machine learning of high dimensional data on a noisy quantum processor
journal, November 2021
- Peters, Evan; Caldeira, João; Ho, Alan
- npj Quantum Information, Vol. 7, Issue 1
Noise-induced barren plateaus in variational quantum algorithms
journal, November 2021
- Wang, Samson; Fontana, Enrico; Cerezo, M.
- Nature Communications, Vol. 12, Issue 1
Ultrastructural Characterization of the Lower Motor System in a Mouse Model of Krabbe Disease
journal, December 2016
- Cappello, Valentina; Marchetti, Laura; Parlanti, Paola
- Scientific Reports, Vol. 6, Issue 1
Noise tailoring for scalable quantum computation via randomized compiling
journal, November 2016
- Wallman, Joel J.; Emerson, Joseph
- Physical Review A, Vol. 94, Issue 5
A variational eigenvalue solver on a photonic quantum processor
journal, July 2014
- Peruzzo, Alberto; McClean, Jarrod; Shadbolt, Peter
- Nature Communications, Vol. 5, Issue 1
Scheme for reducing decoherence in quantum computer memory
journal, October 1995
- Shor, Peter W.
- Physical Review A, Vol. 52, Issue 4
Analytic gradients in variational quantum algorithms: Algebraic extensions of the parameter-shift rule to general unitary transformations
journal, December 2021
- Izmaylov, Artur F.; Lang, Robert A.; Yen, Tzu-Ching
- Physical Review A, Vol. 104, Issue 6
Magnetic field-induced intermediate quantum spin liquid with a spinon Fermi surface
journal, May 2019
- Patel, Niravkumar D.; Trivedi, Nandini
- Proceedings of the National Academy of Sciences, Vol. 116, Issue 25
Phase diagram and spin correlations of the Kitaev-Heisenberg model: Importance of quantum effects
journal, January 2017
- Gotfryd, Dorota; Rusnačko, Juraj; Wohlfeld, Krzysztof
- Physical Review B, Vol. 95, Issue 2
Generic field-driven phenomena in Kitaev spin liquids: Canted magnetism and proximate spin liquid physics
journal, February 2021
- Hickey, Ciarán; Gohlke, Matthias; Berke, Christoph
- Physical Review B, Vol. 103, Issue 6
Fermionic approach to variational quantum simulation of Kitaev spin models
journal, August 2022
- Jahin, Ammar; Li, Andy C. Y.; Iadecola, Thomas
- Physical Review A, Vol. 106, Issue 2
The Bayesian Bootstrap
journal, January 1981
- Rubin, Donald B.
- The Annals of Statistics, Vol. 9, Issue 1
Efficient variational simulation of non-trivial quantum states
journal, January 2019
- Ho, Wen Wei; Hsieh, Timothy H.
- SciPost Physics, Vol. 6, Issue 3
Real-Time Evolution for Ultracompact Hamiltonian Eigenstates on Quantum Hardware
journal, May 2022
- Klymko, Katherine; Mejuto-Zaera, Carlos; Cotton, Stephen J.
- PRX Quantum, Vol. 3, Issue 2
Qubit-ADAPT-VQE: An Adaptive Algorithm for Constructing Hardware-Efficient Ansätze on a Quantum Processor
journal, April 2021
- Tang, Ho Lun; Shkolnikov, V. O.; Barron, George S.
- PRX Quantum, Vol. 2, Issue 2
Variational quantum eigensolvers by variance minimization
journal, November 2022
- Zhang, Dan-Bo; Chen, Bin-Lin; Yuan, Zhan-Hao
- Chinese Physics B, Vol. 31, Issue 12
Strategies for solving the Fermi-Hubbard model on near-term quantum computers
journal, December 2020
- Cade, Chris; Mineh, Lana; Montanaro, Ashley
- Physical Review B, Vol. 102, Issue 23
Strategies for quantum computing molecular energies using the unitary coupled cluster ansatz
journal, October 2018
- Romero, Jonathan; Babbush, Ryan; McClean, Jarrod R.
- Quantum Science and Technology, Vol. 4, Issue 1
Kitaev-Heisenberg Model on a Honeycomb Lattice: Possible Exotic Phases in Iridium Oxides
journal, July 2010
- Chaloupka, Jiří; Jackeli, George; Khaliullin, Giniyat
- Physical Review Letters, Vol. 105, Issue 2
Density-matrix renormalization group study of the extended Kitaev-Heisenberg model
journal, February 2015
- Shinjo, Kazuya; Sota, Shigetoshi; Tohyama, Takami
- Physical Review B, Vol. 91, Issue 5
Probing the stability of the spin-liquid phases in the Kitaev-Heisenberg model using tensor network algorithms
journal, November 2014
- Osorio Iregui, Juan; Corboz, Philippe; Troyer, Matthias
- Physical Review B, Vol. 90, Issue 19
Adaptive variational quantum eigensolvers for highly excited states
journal, August 2021
- Zhang, Feng; Gomes, Niladri; Yao, Yongxin
- Physical Review B, Vol. 104, Issue 7
Possible proximity of the Mott insulating iridate Na IrO to a topological phase: Phase diagram of the Heisenberg-Kitaev model in a magnetic field
journal, June 2011
- Jiang, Hong-Chen; Gu, Zheng-Cheng; Qi, Xiao-Liang
- Physical Review B, Vol. 83, Issue 24
The density-matrix renormalization group in the age of matrix product states
journal, January 2011
- Schollwöck, Ulrich
- Annals of Physics, Vol. 326, Issue 1
SciPy 1.0: fundamental algorithms for scientific computing in Python
journal, February 2020
- Virtanen, Pauli; Gommers, Ralf; Oliphant, Travis E.
- Nature Methods
Concept and realization of Kitaev quantum spin liquids
journal, March 2019
- Takagi, Hidenori; Takayama, Tomohiro; Jackeli, George
- Nature Reviews Physics, Vol. 1, Issue 4
Theory of analytical energy derivatives for the variational quantum eigensolver
journal, February 2020
- Mitarai, Kosuke; Nakagawa, Yuya O.; Mizukami, Wataru
- Physical Review Research, Vol. 2, Issue 1
Unusual Thermal Hall Effect in a Kitaev Spin Liquid Candidate
journal, May 2018
- Kasahara, Y.; Sugii, K.; Ohnishi, T.
- Physical Review Letters, Vol. 120, Issue 21
Physics of the Kitaev Model: Fractionalization, Dynamic Correlations, and Material Connections
journal, March 2018
- Hermanns, M.; Kimchi, I.; Knolle, J.
- Annual Review of Condensed Matter Physics, Vol. 9, Issue 1
Supervised learning with quantum-enhanced feature spaces
journal, March 2019
- Havlíček, Vojtěch; Córcoles, Antonio D.; Temme, Kristan
- Nature, Vol. 567, Issue 7747
Generic Spin Model for the Honeycomb Iridates beyond the Kitaev Limit
journal, February 2014
- Rau, Jeffrey G.; Lee, Eric Kin-Ho; Kee, Hae-Young
- Physical Review Letters, Vol. 112, Issue 7
Error Mitigation for Short-Depth Quantum Circuits
journal, November 2017
- Temme, Kristan; Bravyi, Sergey; Gambetta, Jay M.
- Physical Review Letters, Vol. 119, Issue 18
A Modular Functor Which is Universal¶for Quantum Computation
journal, June 2002
- Freedman, Michael H.; Larsen, Michael; Wang, Zhenghan
- Communications in Mathematical Physics, Vol. 227, Issue 3
Kaleidoscope of topological phases with multiple Majorana species
journal, September 2011
- Kells, G.; Kailasvuori, J.; Slingerland, J. K.
- New Journal of Physics, Vol. 13, Issue 9
Generalized simulated annealing algorithm and its application to the Thomson model
journal, August 1997
- Xiang, Y.; Sun, D. Y.; Fan, W.
- Physics Letters A, Vol. 233, Issue 3
An open-source, industrial-strength optimizing compiler for quantum programs
journal, July 2020
- Smith, R. S.; Peterson, E. C.; Skilbeck, M. G.
- Quantum Science and Technology, Vol. 5, Issue 4
Variational Quantum Computation of Excited States
journal, July 2019
- Higgott, Oscar; Wang, Daochen; Brierley, Stephen
- Quantum, Vol. 3
Mosaic spin models with topological order
journal, November 2007
- Yang, S.; Zhou, D. L.; Sun, C. P.
- Physical Review B, Vol. 76, Issue 18
Non-Abelian anyons and topological quantum computation
journal, September 2008
- Nayak, Chetan; Simon, Steven H.; Stern, Ady
- Reviews of Modern Physics, Vol. 80, Issue 3
Fault-tolerant quantum computation by anyons
journal, January 2003
- Kitaev, A. Yu.
- Annals of Physics, Vol. 303, Issue 1
Quantum Monte Carlo method on asymptotic Lefschetz thimbles for quantum spin systems: An application to the Kitaev model in a magnetic field
journal, October 2021
- Mishchenko, Petr A.; Kato, Yasuyuki; Motome, Yukitoshi
- Physical Review D, Vol. 104, Issue 7
Improving the Flexibility and Robustness of Model-based Derivative-free Optimization Solvers
journal, September 2019
- Cartis, Coralia; Fiala, Jan; Marteau, Benjamin
- ACM Transactions on Mathematical Software, Vol. 45, Issue 3
Comparative study of adaptive variational quantum eigensolvers for multi-orbital impurity models
journal, January 2023
- Mukherjee, Anirban; Berthusen, Noah F.; Getelina, João C.
- Communications Physics, Vol. 6, Issue 1
Diagnosing Barren Plateaus with Tools from Quantum Optimal Control
journal, September 2022
- Larocca, Martin; Czarnik, Piotr; Sharma, Kunal
- Quantum, Vol. 6
Gate-free state preparation for fast variational quantum eigensolver simulations
journal, October 2021
- Meitei, Oinam Romesh; Gard, Bryan T.; Barron, George S.
- npj Quantum Information, Vol. 7, Issue 1