التفاصيل البيبلوغرافية
| العنوان: |
The Restricted Boltzmann Machine Ansatz through Adiabiatic Routes |
| المؤلفون: |
Korutcheva, Elka, Korutchev, Kostadin, Santalla, Silvia N., Rodríguez-Laguna, Javier, Chamati, Hassan |
| المصدر: |
Journal of Physics: Conference Series ; volume 2436, issue 1, page 012001 ; ISSN 1742-6588 1742-6596 |
| بيانات النشر: |
IOP Publishing |
| سنة النشر: |
2023 |
| الوصف: |
We discuss the expressive power of the quantum restricted Boltzmann machine Ansatz in order to represent faithfully the operation process of a quantum spin-glass system undergoing an adiabatic quantum computation process. We address both the representability and the trainability problems associated to the restricted Boltzmann machine Ansatz when we try to describe the ground state of a quantum Ising spin-glass in a transverse field. In our approach, we obtain the ground state of the system using exact diagonalization and find the optimal restricted Boltzman machine. Our preliminary results show that due to the complex spin-glass landscape, for some topologies of the restricted Bolztmann machine, the parameters of the representation are hard to be found. |
| نوع الوثيقة: |
article in journal/newspaper |
| اللغة: |
unknown |
| DOI: |
10.1088/1742-6596/2436/1/012001 |
| DOI: |
10.1088/1742-6596/2436/1/012001/pdf |
| الإتاحة: |
https://doi.org/10.1088/1742-6596/2436/1/012001Test |
| حقوق: |
http://creativecommons.org/licenses/by/3.0Test/ ; https://iopscience.iop.org/info/page/text-and-data-miningTest |
| رقم الانضمام: |
edsbas.12369F12 |
| قاعدة البيانات: |
BASE |
