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On Quantum Methods for Machine Learning Problems Part I: Quantum Tools
Big Data Mining and Analytics, 2020 This is a review of quantum methods for machine learning problems that consists of two parts. The first part, "quantum tools", presents the fundamentals of qubits, quantum registers, and quantum states, introduces important quantum tools based on known ...
Farid Ablayev +5 more
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Hybrid quantum-classical convolutional neural network for phytoplankton classification
Frontiers in Marine Science, 2023 The taxonomic composition and abundance of phytoplankton have a direct impact on marine ecosystem dynamics and global environment change. Phytoplankton classification is crucial for phytoplankton analysis, but it is challenging due to their large ...
Shangshang Shi +6 more
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wpScalable Quantum Neural Networks for Classification
2022 IEEE International Conference on Quantum Computing and Engineering (QCE), 2022 11 pages, 10 figures, accepted by ...
Jindi Wu, Zeyi Tao, Qun Li 0001
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, 2023 <p>CUDA Quantum is now available <a href="https://pypi.org/project/cuda-quantum/">on PyPI</a>! For the initial PyPI release, the NVIDIA multi-gpu and tensornet backends are not yet included. Check out our Docker images <a href="https:
The CUDA Quantum development team
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Unsupervised Classification of Quantum Data [PDF]
Physical Review X, 2019 Close to published version, with new results on known classical and quantum states. 11 + 11 pages, 3 figures. Comments are welcome!
Sentís Herrera, Gael +4 more
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Mathematics, 2023 Image classification is typically a research area that trains an algorithm for accurately identifying subjects in images that have never been seen before.
Shtwai Alsubai +5 more
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Quantum Computing for Pattern Classification [PDF]
, 2014 14 pages, 3 figures, presented at the 13th Pacific Rim International Conference on Artificial ...
Maria Schuld +2 more
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In situ upgrade of quantum simulators to universal computers [PDF]
, 2018 Quantum simulators, machines that can replicate the dynamics of quantum systems, are being built as useful devices and are seen as a stepping stone to universal quantum computers.
Benjamin Dive +7 more
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Symmetry of Open Quantum Systems: Classification of Dissipative Quantum Chaos
PRX Quantum, 2023 We develop a theory of symmetry in open quantum systems. Using the operator-state mapping, we characterize symmetry of Liouvillian superoperators for the open quantum dynamics by symmetry of operators in the double Hilbert space and apply the 38-fold ...
Kohei Kawabata +4 more
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Implementable Hybrid Quantum Ant Colony Optimization Algorithm [PDF]
, 2021 We propose a new hybrid quantum algorithm based on the classical Ant Colony Optimization algorithm to produce approximate solutions for NP-hard problems, in particular optimization problems.
Echanobe, Javier +5 more
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