Exploring new variational quantum circuit ansatzes for solving $SU(2)$ matrix models
Fuente:
arXiv
Guardado en:
| Autor principal: | |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
| _version_ | 1866908428465602560 |
|---|---|
| author | Dao, H. L. |
| author_facet | Dao, H. L. |
| contents | In this work, we explored and experimented with new forms of parameterized quantum circuits to be used as variational ansatzes for solving the bosonic and supersymmetric $SU(2)$ matrix models at different couplings using the Variational Quantum Eigensolver (VQE) algorithm. Working with IBM Qiskit quantum computing platform, we show that two types of quantum circuits named TwoLocal and EvolvedOperatorAnsatz can outperform the popular EfficientSU2 circuits which have been routinely used in the recent quantum physics literature to run VQE. With their more customizable constructions that allow for more flexibility beyond choosing the types of parameterized rotation gates, both types of new circuit ansatzes used in this work have led to performances that are either better than or at least comparable to EfficientSU2 in the setting of $SU(2)$ matrix models. In particular, in the strong coupling regime of the bosonic model, both TwoLocal and EvolvedOperatorAnsatz circuits provided a better approximation to the exact ground state, while in the supersymmetric model, shallow EvolvedOperatorAnsatz circuits, with a small number of parameters, attained a comparable or even better performance compared to the much deeper EfficientSU2 circuits with around 8 to 9 times more parameters. The results of this work demonstrate conclusively the potential of TwoLocal and EvolvedOperatorAnsatz quantum circuits as efficient new types of variational ansatzes that should be considered more frequently in future VQE studies of quantum physics systems. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2503_13368 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Exploring new variational quantum circuit ansatzes for solving $SU(2)$ matrix models Dao, H. L. Quantum Physics High Energy Physics - Theory Computational Physics In this work, we explored and experimented with new forms of parameterized quantum circuits to be used as variational ansatzes for solving the bosonic and supersymmetric $SU(2)$ matrix models at different couplings using the Variational Quantum Eigensolver (VQE) algorithm. Working with IBM Qiskit quantum computing platform, we show that two types of quantum circuits named TwoLocal and EvolvedOperatorAnsatz can outperform the popular EfficientSU2 circuits which have been routinely used in the recent quantum physics literature to run VQE. With their more customizable constructions that allow for more flexibility beyond choosing the types of parameterized rotation gates, both types of new circuit ansatzes used in this work have led to performances that are either better than or at least comparable to EfficientSU2 in the setting of $SU(2)$ matrix models. In particular, in the strong coupling regime of the bosonic model, both TwoLocal and EvolvedOperatorAnsatz circuits provided a better approximation to the exact ground state, while in the supersymmetric model, shallow EvolvedOperatorAnsatz circuits, with a small number of parameters, attained a comparable or even better performance compared to the much deeper EfficientSU2 circuits with around 8 to 9 times more parameters. The results of this work demonstrate conclusively the potential of TwoLocal and EvolvedOperatorAnsatz quantum circuits as efficient new types of variational ansatzes that should be considered more frequently in future VQE studies of quantum physics systems. |
| title | Exploring new variational quantum circuit ansatzes for solving $SU(2)$ matrix models |
| topic | Quantum Physics High Energy Physics - Theory Computational Physics |
| url | https://arxiv.org/abs/2503.13368 |