Universal Effectiveness of High-Depth Circuits in Variational Eigenproblems

G. Verdon, M. Broughton, J. R. McClean, K. J. Sung, R. Babbush, Z. Jiang, H. Neven, and M. Mohseni, “Learning to learn with quantum neural networks via classical neural networks,” (2019), arXiv:1907.05415 [quant-ph]

Original

1907

Earlier work this paper cites.

S. Sachdev and J. Ye, Physical Review Letters 70

1993

Earlier work this paper cites.

M. Cerezo, A. Sone, T. Volkoff, L. Cincio, and P. J. Coles, “Cost-Function-Dependent Barren Plateaus in Shallow Quantum Neural Networks,” (2020), arXiv:2001.00550 [quant-ph]

Original

2001

Earlier work this paper cites.

B. T. Kiani, S. Lloyd, and R. Maity, “Learning Unitaries by Gradient Descent,” (2020), arXiv:2001.11897 [quant-ph]

Original

2001

Earlier work this paper cites.

Z. Yang and X. Feng, JIPAM. Journal of Inequalities in Pure & Applied Mathematics [electronic only] 3

2002

Earlier work this paper cites.

C. Liu, L. Zhu, and M. Belkin, (2020), arXiv:2003.00307 [cs.LG]

Original

2003

Earlier work this paper cites.

K. Nakaji and N. Yamamoto, “Expressibility of the alternating layered ansatz for quantum computation,” (2020), arXiv:2005.12537 [quant-ph]

Original

2005

Earlier work this paper cites.

A. Skolik, J. R. McClean, M. Mohseni, P. van der Smagt, and M. Leib, “Layerwise learning for quantum neural networks,” (2020), arXiv:2006.14904 [quant-ph]

Original

2006

Earlier work this paper cites.

S. Welleck and K. Cho, “MLE-guided parameter search for task loss minimization in neural sequence modeling,” (2020), arXiv:2006.03158 [cs.LG]

Original

2006

Earlier work this paper cites.

S. Wang, E. Fontana, M. Cerezo, K. Sharma, A. Sone, L. Cincio, and P. J. Coles, “Noise-Induced Barren Plateaus in Variational Quantum Algorithms,” (2020), arXiv:2007.14384 [quant-ph]

Original

2007

Earlier work this paper cites.

R. Wiersema, C. Zhou, Y. de Sereville, J. F. Carrasquilla, Y. B. Kim, and H. Yuen, “Exploring entanglement and optimization within the Hamiltonian Variational Ansatz,” (2020), arXiv:2008.02941 [quant-ph]

Original

2008

Earlier work this paper cites.

B. Koczor and S. C. Benjamin, “Quantum Analytic Descent,” (2020), arXiv:2008.13774 [quant-ph]

Original

2008

Earlier work this paper cites.

S. Sachdev, Quantum Phase Transitions , 2nd ed. (Cambridge University Press, 2011)

2011

Earlier work this paper cites.

J. R. Johansson, P. Nation, and F. Nori, Comput. Phys. Commun. 184

2013

Earlier work this paper cites.

A. Peruzzo, J. McClean, P. Shadbolt, M.-H. Yung, X.-Q. Zhou, P. J. Love, A. Aspuru-Guzik, and J. L. O’Brien, Nature Communications 5

Original

2014

Cited alongside, same era.

A. Kitaev, “A simple model of quantum holography,” http://online.kitp.ucsb.edu/online/entangled15/kitaev/ & http://online.kitp.ucsb.edu/online/entangled15/kitaev2/ (2015)

2015

Cited alongside, same era.

J. R. McClean, J. Romero, R. Babbush, and A. Aspuru-Guzik, New Journal of Physics 18

2016

Cited alongside, same era.

J. Maldacena and D. Stanford, Phys. Rev. D 94

Original

2016

Cited alongside, same era.

A. M. García-García and J. J. M. Verbaarschot, Phys. Rev. D 94

Original

2016

Cited alongside, same era.

J. Bradbury, R. Frostig, P. Hawkins, M. J. Johnson, C. Leary, D. Maclaurin, and S. Wanderman-Milne, “JAX: composable transformations of Python+NumPy programs,” (2018)

2018

Later among the works it cites.

Y. Cao, J. Romero, J. P. Olson, M. Degroote, P. D. Johnson, M. Kieferová, I. D. Kivlichan, T. Menke, B. Peropadre, N. P. D. Sawaya, and et al., Chemical Reviews 119

2019

Later among the works it cites.

J.-G. Liu, Y.-H. Zhang, Y. Wan, and L. Wang, Physical Review Research 1

2019

Later among the works it cites.

E. Grant, L. Wossnig, M. Ostaszewski, and M. Benedetti, Quantum 3

2019

Later among the works it cites.

M. Belkin, D. Hsu, S. Ma, and S. Mandal, (2019), arXiv:1812.11118 [stat.ML]

Original

2019

Later among the works it cites.