Search Results - Variational quantum algorithms

Optimizing Variational Quantum Algorithms Using Pontryagin’s Minimum Principle by Yang, Zhi-Cheng, Rahmani, Armin, Shabani, Alireza, Neven, Hartmut, Chamon, Claudio

“…We use Pontryagin’s minimum principle to optimize variational quantum algorithms…”
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Schrödinger-Heisenberg Variational Quantum Algorithms by Shang, Zhong-Xia, Chen, Ming-Cheng, Yuan, Xiao, Lu, Chao-Yang, Pan, Jian-Wei

“…%. The limited circuit depth places restrictions on the performance of variational quantum algorithms (VQA…”
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Variational quantum algorithms by Cerezo, M, Arrasmith, Andrew, Babbush, Ryan, Benjamin, Simon C, Endo, Suguru, Fujii, Keisuke, McClean, Jarrod R, Mitarai, Kosuke, Yuan, Xiao, Cincio, Lukasz, Coles, Patrick J

“… Variational quantum algorithms (VQAs), which use a classical optimizer to train a parameterized quantum circuit, have emerged as a leading strategy to address these constraints…”
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High-entanglement capabilities for variational quantum algorithms: the Poisson equation case: High-entanglement capabilities for variational quantum algorithms by Ayoub, Fouad, Baeder, James D.

“… Additionally, traditional ansatz for variational quantum algorithms (VQAs) that are used to heuristically solve linear systems (such as the…”
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Quantum-inspired variational algorithms for partial differential equations: application to financial derivative pricing by Zhao, Tianchen, Sun, Chuhao, Cohen, Asaf, Stokes, James, Veerapaneni, Shravan

“…Variational quantum Monte Carlo (VMC) combined with neural-network quantum states offers a novel angle of attack on the curse-of-dimensionality encountered in a particular class of partial differential equations (PDEs…”
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Quantum circuit architecture search for variational quantum algorithms by Du, Yuxuan, Huang, Tao, You, Shan, Hsieh, Min-Hsiu, Tao, Dacheng

“…Variational quantum algorithms (VQAs) are expected to be a path to quantum advantages on noisy intermediate-scale quantum devices…”
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Near-term quantum computing techniques: Variational quantum algorithms, error mitigation, circuit compilation, benchmarking and classical simulation by Huang, He-Liang, Xu, Xiao-Yue, Guo, Chu, Tian, Guojing, Wei, Shi-Jie, Sun, Xiaoming, Bao, Wan-Su, Long, Gui-Lu

“…Quantum computing is a game-changing technology for global academia, research centers and industries including computational science, mathematics, finance, pharmaceutical, materials science, chemistry and cryptography…”
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Training Variational Quantum Algorithms Is NP-Hard by Bittel, Lennart, Kliesch, Martin

“…Variational quantum algorithms are proposed to solve relevant computational problems on near term quantum devices…”
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Quantum variational algorithms are swamped with traps by Anschuetz, Eric R., Kiani, Bobak T.

“… Previous results have shown that unlike the case in classical neural networks, variational quantum models are often not trainable…”
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Quantum-optimal-control-inspired ansatz for variational quantum algorithms by Choquette, Alexandre, Di Paolo, Agustin, Barkoutsos, Panagiotis Kl, Sénéchal, David, Tavernelli, Ivano, Blais, Alexandre

“…A central component of variational quantum algorithms (VQAs) is the state-preparation circuit, also known as ansatz or variational form…”
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NAPA: Intermediate-Level Variational Native-Pulse Ansatz for Variational Quantum Algorithms by Liang, Zhiding, Cheng, Jinglei, Ren, Hang, Wang, Hanrui, Hua, Fei, Song, Zhixin, Ding, Yongshan, Chong, Frederic T., Han, Song, Qian, Xuehai, Shi, Yiyu

“…Variational quantum algorithms (VQAs) have demonstrated great potentials in the noisy intermediate scale quantum (NISQ) era…”
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Beamforming optimization via quantum algorithms using Variational Quantum Eigensolver and Quantum Approximate Optimization Algorithm by Dhara, Bidisha, Agrawal, Monika, Dutta Roy, Sumantra

“…This study investigates the application of quantum algorithms, specifically the Variational Quantum Eigensolver (VQE…”
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Noise-induced barren plateaus in variational quantum algorithms by Wang, Samson, Fontana, Enrico, Cerezo, M., Sharma, Kunal, Sone, Akira, Cincio, Lukasz, Coles, Patrick J.

“…Variational Quantum Algorithms (VQAs) may be a path to quantum advantage on Noisy Intermediate-Scale Quantum (NISQ) computers…”
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Quantum optimization using variational algorithms on near-term quantum devices by Moll, Nikolaj, Barkoutsos, Panagiotis, Bishop, Lev S, Chow, Jerry M, Cross, Andrew, Egger, Daniel J, Filipp, Stefan, Fuhrer, Andreas, Gambetta, Jay M, Ganzhorn, Marc, Kandala, Abhinav, Mezzacapo, Antonio, Müller, Peter, Riess, Walter, Salis, Gian, Smolin, John, Tavernelli, Ivano, Temme, Kristan

“… Particularly promising are optimization algorithms that follow a hybrid approach: the aim is to steer a highly entangled state on a quantum system to a target state that minimizes a cost function via variation of some gate parameters…”
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Efficient Measure for the Expressivity of Variational Quantum Algorithms by Du, Yuxuan, Tu, Zhuozhuo, Yuan, Xiao, Tao, Dacheng

“…The superiority of variational quantum algorithms (VQAs) such as quantum neural networks (QNNs…”
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From Pulses to Circuits and Back Again: A Quantum Optimal Control Perspective on Variational Quantum Algorithms by Magann, Alicia B., Arenz, Christian, Grace, Matthew D., Ho, Tak-San, Kosut, Robert L., McClean, Jarrod R., Rabitz, Herschel A., Sarovar, Mohan

“… Leading candidates are variational quantum algorithms (VQAs), which have been developed for applications including chemistry, optimization, and machine learning…”
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A variational quantum algorithm for the Feynman-Kac formula by Alghassi, Hedayat, Deshmukh, Amol, Ibrahim, Noelle, Robles, Nicolas, Woerner, Stefan, Zoufal, Christa

“…We propose an algorithm based on variational quantum imaginary time evolution for solving the Feynman-Kac partial differential equation resulting from a multidimensional system of stochastic differential equations…”
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Filtering variational quantum algorithms for combinatorial optimization by Amaro, David, Modica, Carlo, Rosenkranz, Matthias, Fiorentini, Mattia, Benedetti, Marcello, Lubasch, Michael

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Boosting quantum amplitude exponentially in variational quantum algorithms by Kyaw, Thi Ha, Soley, Micheline B, Allen, Brandon, Bergold, Paul, Sun, Chong, Batista, Victor S, Aspuru-Guzik, Alán

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Secure Delegated Variational Quantum Algorithms by Li, Qin, Quan, Junyu, Shi, Jinjing, Zhang, Shichao, Li, Xuelong

“…Variational quantum algorithms (VQAs) can train parameterized quantum circuits via classical optimizers to find approximate solutions to some important problems…”
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