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Title: TETRIS-ADAPT-VQE: An adaptive algorithm that yields shallower, denser circuit Ansätze

Journal Article · · Physical Review Research

Adaptive quantum variational algorithms are particularly promising for simulating strongly correlated systems on near-term quantum hardware, but they are not yet viable due, in large part, to the severe coherence time limitations on current devices. In this paper, we introduce an algorithm called TETRIS-ADAPT-VQE (tiling efficient trial circuits with rotations implemented simultaneously adaptive derivative-assembled problem-tailored variational quantum eigensolver), which iteratively builds up variational a few operators at a time in a way dictated by the problem being simulated. This algorithm is a modified version of the ADAPT-VQE algorithm, in which the one-operator-at-a-time rule is lifted to allow for the addition of multiple operators with disjoint supports in each iteration. TETRIS-ADAPT-VQE results in denser but significantly shallower circuits, without increasing the number of controlled- gates or variational parameters. Its advantage over the original algorithm in terms of circuit depths increases with the system size. Moreover, the expensive step of measuring the energy gradient with respect to each candidate unitary at each iteration is performed only a fraction of the time compared with ADAPT-VQE. These improvements bring us closer to the goal of demonstrating a practical quantum advantage on quantum hardware. Published by the American Physical Society 2024

Sponsoring Organization:
USDOE
Grant/Contract Number:
SC0019199; SC0012704
OSTI ID:
2320286
Journal Information:
Physical Review Research, Journal Name: Physical Review Research Journal Issue: 1 Vol. 6; ISSN 2643-1564; ISSN PPRHAI
Publisher:
American Physical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (27)

Author Correction: SciPy 1.0: fundamental algorithms for scientific computing in Python journal February 2020
Barren plateaus in quantum neural network training landscapes journal November 2018
Adaptive, problem-tailored variational quantum eigensolver mitigates rough parameter landscapes and barren plateaus journal March 2023
Quantum computers journal March 2010
Avoiding symmetry roadblocks and minimizing the measurement overhead of adaptive variational quantum eigensolvers journal June 2023
Qubit-excitation-based adaptive variational quantum eigensolver journal October 2021
Theory of overparametrization in quantum neural networks journal June 2023
Gate-Efficient Simulation of Molecular Eigenstates on a Quantum Computer journal April 2019
Quantum Solver of Contracted Eigenvalue Equations for Scalable Molecular Simulations on Quantum Computing Devices journal February 2021
Efficient symmetry-preserving state preparation circuits for the variational quantum eigensolver algorithm journal January 2020
A variational eigenvalue solver on a photonic quantum processor journal July 2014
Is the Trotterized UCCSD Ansatz Chemically Well-Defined? journal November 2019
Universal Quantum Simulators journal August 1996
Quantum computational chemistry journal March 2020
An initialization strategy for addressing barren plateaus in parametrized quantum circuits journal December 2019
40 years of quantum computing journal January 2022
SciPy 1.0: fundamental algorithms for scientific computing in Python journal February 2020
Efficient quantum circuits for quantum computational chemistry journal December 2020
Universal effectiveness of high-depth circuits in variational eigenproblems journal June 2021
Generalized Unitary Coupled Cluster Wave functions for Quantum Computation journal November 2018
Non-trivial symmetries in quantum landscapes and their resilience to quantum noise journal September 2022
An efficient adaptive variational quantum solver of the Schrödinger equation based on reduced density matrices journal June 2021
An adaptive variational algorithm for exact molecular simulations on a quantum computer journal July 2019
Orbital optimized unitary coupled cluster theory for quantum computer journal September 2020
A quantum computing view on unitary coupled cluster theory journal January 2022
Quantum algorithms revisited
  • Cleve, R.; Ekert, A.; Macchiavello, C.
  • Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences, Vol. 454, Issue 1969 https://doi.org/10.1098/rspa.1998.0164
journal January 1998
Qubit-ADAPT-VQE: An Adaptive Algorithm for Constructing Hardware-Efficient Ansätze on a Quantum Processor journal April 2021