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Learning to Learn Variational Quantum Algorithm
IEEE Transactions on Neural Networks and Learning Systems, 2023Variational quantum algorithms (VQAs) use classical computers as the quantum outer loop optimizer and update the circuit parameters to obtain an approximate ground state. In this article, we present a meta-learning variational quantum algorithm (meta-VQA) by recurrent unit, which uses a technique called "meta-learner." Motivated by the hybrid quantum ...
Rui Huang 0010 +2 more
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Variational Quantum Algorithm for Quantum Dynamics
2023Simulating quantum dynamics on classical computers remains challenging on classical computers due to the exponentially large Hilbert space. On the other hand, quantum computers are naturally suited for quantum simulations. This paper explores the state-of-the-art variational quantum algorithm for simulating quantum dynamics using near-term quantum ...
JACOB MAURER +4 more
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Variational quantum algorithms
Published by Cambridge University Press ...
Chi-Fang Chen +2 more
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Variational quantum multidimensional scaling algorithm
Quantum Information ProcessingzbMATH Open Web Interface contents unavailable due to conflicting licenses.
Xinglan Zhang +3 more
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Variational quantum algorithm for designing quantum information maskers*
Communications in Theoretical PhysicsAbstract Since the concept of quantum information masking was proposed by Modi et al (2018 Phys. Rev. Lett. 120, 230 501), many interesting and significant results have been reported, both theoretically and experimentally. However, designing a quantum information masker is not an easy task, especially for larger systems.
Li, Jin-Ze, Wang, Ming-Hao, Zhou, Bin
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A Variational Quantum Algorithm for Ordered SVD
2021 IEEE Global Communications Conference (GLOBECOM), 2021Ju-Young Ryu +4 more
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Limitations of Variational Quantum Algorithms: A Quantum Optimal Transport Approach
PRX Quantum, 2023Daniel Stilck Franca, Giacomo De Palma
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Surrogate-based optimization for variational quantum algorithms
Physical Review A, 2023Ryan Shaffer +2 more
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Quantum Optimization with Variational Algorithms
Journal of Physics & Optics SciencesThe rapid evolution of quantum computing has introduced groundbreaking approaches to solving complex optimization problems, traditionally limited by classical methods. This talk explores the principles and applications of quantum optimization, with a focus on Variational Quantum Algorithms (VQAs).
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