Efficient quantum circuits based on the quantum natural gradient
Efficient preparation of arbitrary entangled quantum states is crucial for quantum computation. This is particularly important for noisy intermediate-scale quantum simulators relying on variational hybrid quantum-classical algorithms. To that end, we propose symmetry-conserving modified quantum appr...
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| Format: | Article |
| Language: | English |
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American Physical Society
2024-11-01
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| Series: | Physical Review Research |
| Online Access: | http://doi.org/10.1103/PhysRevResearch.6.043083 |
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| author | Ananda Roy Sameer Erramilli Robert M. Konik |
| author_facet | Ananda Roy Sameer Erramilli Robert M. Konik |
| author_sort | Ananda Roy |
| collection | DOAJ |
| description | Efficient preparation of arbitrary entangled quantum states is crucial for quantum computation. This is particularly important for noisy intermediate-scale quantum simulators relying on variational hybrid quantum-classical algorithms. To that end, we propose symmetry-conserving modified quantum approximate optimization algorithm (SCom-QAOA) circuits. The depths of these circuits depend not only on the desired fidelity to the target state but also on the amount of entanglement the state contains. The parameters of the SCom-QAOA circuits are optimized using the quantum natural gradient method based on the Fubini-Study metric. The SCom-QAOA circuit transforms an unentangled state into a ground state of a gapped one-dimensional Hamiltonian with a circuit depth that depends not on the system size but rather on the finite correlation length. In contrast, the circuit depth grows proportionally to the system size for preparing low-lying states of critical one-dimensional systems. Even in the latter case, SCom-QAOA circuits with depth less than the system size were sufficient to generate states with fidelity in excess of 99%, which is relevant for near-term applications. The proposed scheme enlarges the set of the initial states accessible for variational quantum algorithms and widens the scope of investigation of nonequilibrium phenomena in quantum simulators. |
| format | Article |
| id | doaj-art-1aa28f0d8617407cbd8d585aec4d02c3 |
| institution | OA Journals |
| issn | 2643-1564 |
| language | English |
| publishDate | 2024-11-01 |
| publisher | American Physical Society |
| record_format | Article |
| series | Physical Review Research |
| spelling | doaj-art-1aa28f0d8617407cbd8d585aec4d02c32025-08-20T02:18:43ZengAmerican Physical SocietyPhysical Review Research2643-15642024-11-016404308310.1103/PhysRevResearch.6.043083Efficient quantum circuits based on the quantum natural gradientAnanda RoySameer ErramilliRobert M. KonikEfficient preparation of arbitrary entangled quantum states is crucial for quantum computation. This is particularly important for noisy intermediate-scale quantum simulators relying on variational hybrid quantum-classical algorithms. To that end, we propose symmetry-conserving modified quantum approximate optimization algorithm (SCom-QAOA) circuits. The depths of these circuits depend not only on the desired fidelity to the target state but also on the amount of entanglement the state contains. The parameters of the SCom-QAOA circuits are optimized using the quantum natural gradient method based on the Fubini-Study metric. The SCom-QAOA circuit transforms an unentangled state into a ground state of a gapped one-dimensional Hamiltonian with a circuit depth that depends not on the system size but rather on the finite correlation length. In contrast, the circuit depth grows proportionally to the system size for preparing low-lying states of critical one-dimensional systems. Even in the latter case, SCom-QAOA circuits with depth less than the system size were sufficient to generate states with fidelity in excess of 99%, which is relevant for near-term applications. The proposed scheme enlarges the set of the initial states accessible for variational quantum algorithms and widens the scope of investigation of nonequilibrium phenomena in quantum simulators.http://doi.org/10.1103/PhysRevResearch.6.043083 |
| spellingShingle | Ananda Roy Sameer Erramilli Robert M. Konik Efficient quantum circuits based on the quantum natural gradient Physical Review Research |
| title | Efficient quantum circuits based on the quantum natural gradient |
| title_full | Efficient quantum circuits based on the quantum natural gradient |
| title_fullStr | Efficient quantum circuits based on the quantum natural gradient |
| title_full_unstemmed | Efficient quantum circuits based on the quantum natural gradient |
| title_short | Efficient quantum circuits based on the quantum natural gradient |
| title_sort | efficient quantum circuits based on the quantum natural gradient |
| url | http://doi.org/10.1103/PhysRevResearch.6.043083 |
| work_keys_str_mv | AT anandaroy efficientquantumcircuitsbasedonthequantumnaturalgradient AT sameererramilli efficientquantumcircuitsbasedonthequantumnaturalgradient AT robertmkonik efficientquantumcircuitsbasedonthequantumnaturalgradient |