[HTML][HTML] Systematic literature review: Quantum machine learning and its applications

D Peral-García, J Cruz-Benito… - Computer Science …, 2024 - Elsevier
Quantum physics has changed the way we understand our environment, and one of its
branches, quantum mechanics, has demonstrated accurate and consistent theoretical …

Concentration of data encoding in parameterized quantum circuits

G Li, R Ye, X Zhao, X Wang - Advances in Neural …, 2022 - proceedings.neurips.cc
Variational quantum algorithms have been acknowledged as the leading strategy to realize
near-term quantum advantages in meaningful tasks, including machine learning and …

VSQL: Variational shadow quantum learning for classification

G Li, Z Song, X Wang - Proceedings of the AAAI conference on artificial …, 2021 - ojs.aaai.org
Classification of quantum data is essential for quantum machine learning and near-term
quantum technologies. In this paper, we propose a new hybrid quantum-classical framework …

[HTML][HTML] A hybrid quantum–classical neural network with deep residual learning

Y Liang, W Peng, ZJ Zheng, O Silvén, G Zhao - Neural Networks, 2021 - Elsevier
Inspired by the success of classical neural networks, there has been tremendous effort to
develop classical effective neural networks into quantum concept. In this paper, a novel …

Discriminating mixed qubit states with collective measurements

LO Conlon, F Eilenberger, PK Lam… - Communications …, 2023 - nature.com
It is a central fact in quantum mechanics that non-orthogonal states cannot be distinguished
perfectly. In general, the optimal measurement for distinguishing such states is a collective …

Non-trivial symmetries in quantum landscapes and their resilience to quantum noise

E Fontana, M Cerezo, A Arrasmith, I Rungger… - Quantum, 2022 - quantum-journal.org
Very little is known about the cost landscape for parametrized Quantum Circuits (PQCs).
Nevertheless, PQCs are employed in Quantum Neural Networks and Variational Quantum …

Quantum-machine-learning channel discrimination

AS Kardashin, AV Vlasova, AA Pervishko, D Yudin… - Physical Review A, 2022 - APS
In the problem of quantum channel discrimination, one distinguishes between a given
number of quantum channels, which is done by sending an input state through a channel …

Energy-dependent barren plateau in bosonic variational quantum circuits

B Zhang, Q Zhuang - Quantum Science and Technology, 2024 - iopscience.iop.org
Bosonic variational quantum circuits (VQCs) are crucial for information processing in
microwave cavities, trapped ions, and optical systems, widely applicable in quantum …

Encoding optimization for quantum machine learning demonstrated on a superconducting transmon qutrit

S Cao, W Zhang, J Tilly, A Agarwal… - Quantum Science …, 2024 - iopscience.iop.org
A qutrit represents a three-level quantum system, so that one qutrit can encode more
information than a qubit, which corresponds to a two-level quantum system. This work …

Quantum sensor network algorithms for transmitter localization

C Zhan, H Gupta - 2023 IEEE International Conference on …, 2023 - ieeexplore.ieee.org
A quantum sensor (QS) is able to measure various physical phenomena with extreme
sensitivity. QSs have been used in several applications such as atomic interferometers, but …