Built on

J. C. Spall, Johns Hopkins apl technical digest 19
1998
Earlier work this paper cites.
J. Kempe, A. Kitaev, and O. Regev, Siam journal on computing 35
2006
Earlier work this paper cites.
B. Bauer, D. Wecker, A. J. Millis, M. B. Hastings, and M. Troyer, Physical Review X 6
Original
2016
Earlier work this paper cites.
S. Bravyi, G. Smith, and J. A. Smolin, Physical Review X 6
2016
Earlier work this paper cites.
J. M. Kreula, L. García-Álvarez, L. Lamata, S. R. Clark, E. Solano, and D. Jaksch, EPJ Quantum Technology 3
2016
Earlier work this paper cites.
A. van den Oord, N. Kalchbrenner, O. Vinyals, L. Espeholt, A. Graves, and K. Kavukcuoglu, “Conditional Image Generation with PixelCNN Decoders,” (2016), arXiv:1606.05328
Original
2016
Earlier work this paper cites.
A. Kandala, A. Mezzacapo, K. Temme, M. Takita, M. Brink, J. M. Chow, and J. M. Gambetta, Nature 549
2017
Earlier work this paper cites.
G. Carleo and M. Troyer, Science 355
2017
Earlier work this paper cites.
S. Bravyi and D. Gosset, Communications in Mathematical Physics 356
Original
2017
Earlier work this paper cites.
A. Zhukov, S. Remizov, W. Pogosov, and Y. E. Lozovik, Quantum Information Processing 17
2018
Earlier work this paper cites.
T. Yamazaki, S. Matsuura, A. Narimani, A. Saidmuradov, and A. Zaribafiyan, “Towards the Practical Application of Near-Term Quantum Computers in Quantum Chemistry Simulations: A Problem Decomposition Approach,” (2018), arXiv:1806.01305
Original
2018
Earlier work this paper cites.

Similar

V. Bergholm, J. Izaac, M. Schuld, C. Gogolin, M. S. Alam, S. Ahmed, J. M. Arrazola, C. Blank, A. Delgado, S. Jahangiri, K. McKiernan, J. J. Meyer, Z. Niu, A. Száva, and N. Killoran, arXiv preprint:1811.04968v3 (2018)
Original
2018
Cited alongside, same era.
J. Bradbury, R. Frostig, P. Hawkins, M. J. Johnson, C. Leary, D. Maclaurin, G. Necula, A. Paszke, J. VanderPlas, S. Wanderman-Milne, and Q. Zhang, “JAX: composable transformations of Python+NumPy programs,” (2018)
2018
Cited alongside, same era.
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2019
Cited alongside, same era.
A. J. McCaskey, Z. P. Parks, J. Jakowski, S. V. Moore, T. D. Morris, T. S. Humble, and R. C. Pooser, npj Quantum Information 5
2019
Cited alongside, same era.
A. Smith, M. Kim, F. Pollmann, and J. Knolle, npj Quantum Information 5
2019

Then

K. Mitarai and K. Fujii, New Journal of Physics 23
2021
Later among the works it cites.
S. E. Smart and D. A. Mazziotti, Physical Review Letters 126
2021
Later among the works it cites.
W. Tang, T. Tomesh, M. Suchara, J. Larson, and M. Martonosi, in Proceedings of the 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ACM, 2021) pp. 473–486
2021
Later among the works it cites.
X. Yuan, J. Sun, J. Liu, Q. Zhao, and Y. Zhou, Physical Review Letters 127
2021
Later among the works it cites.
W. J. Huggins, B. A. O’Gorman, C. Neil, N. C. Rubin, P. Roushan, D. R. Reichman, R. Babbush, and J. Lee, “Unbiasing Fermionic Quantum Monte Carlo with a Quantum Computer,” (2021), arXiv:2106.16235
Original
2021
Later among the works it cites.

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2022

Entanglement Forging with generative neural network models

Huembeli, Patrick, Carleo, Giuseppe, Mezzacapo, Antonio

Understand

The optimal use of quantum and classical computational techniques together is important to address problems that cannot be easily solved by quantum computations alone.

This is the case of the ground state problem for quantum many-body systems.
We show here that probabilistic generative models can work in conjunction with quantum algorithms to design hybrid quantum-classical variational ans\"atze that forge entanglement to lower quantum resource overhead.
The variational ans\"atze comprise parametrized quantum circuits on two separate quantum registers, and a classical generative neural network that can entangle them by learning a Schmidt decomposition of the whole system.

Built on

J. C. Spall, Johns Hopkins apl technical digest 19
1998
Earlier work this paper cites.
J. Kempe, A. Kitaev, and O. Regev, Siam journal on computing 35
2006
Earlier work this paper cites.
B. Bauer, D. Wecker, A. J. Millis, M. B. Hastings, and M. Troyer, Physical Review X 6
Original
2016
Earlier work this paper cites.
S. Bravyi, G. Smith, and J. A. Smolin, Physical Review X 6
2016
Earlier work this paper cites.
J. M. Kreula, L. García-Álvarez, L. Lamata, S. R. Clark, E. Solano, and D. Jaksch, EPJ Quantum Technology 3
2016
Earlier work this paper cites.
A. van den Oord, N. Kalchbrenner, O. Vinyals, L. Espeholt, A. Graves, and K. Kavukcuoglu, “Conditional Image Generation with PixelCNN Decoders,” (2016), arXiv:1606.05328
Original
2016
Earlier work this paper cites.
A. Kandala, A. Mezzacapo, K. Temme, M. Takita, M. Brink, J. M. Chow, and J. M. Gambetta, Nature 549
2017
Earlier work this paper cites.
G. Carleo and M. Troyer, Science 355
2017
Earlier work this paper cites.
S. Bravyi and D. Gosset, Communications in Mathematical Physics 356
Original
2017
Earlier work this paper cites.
A. Zhukov, S. Remizov, W. Pogosov, and Y. E. Lozovik, Quantum Information Processing 17
2018
Earlier work this paper cites.
T. Yamazaki, S. Matsuura, A. Narimani, A. Saidmuradov, and A. Zaribafiyan, “Towards the Practical Application of Near-Term Quantum Computers in Quantum Chemistry Simulations: A Problem Decomposition Approach,” (2018), arXiv:1806.01305
Original
2018
Earlier work this paper cites.

Similar

V. Bergholm, J. Izaac, M. Schuld, C. Gogolin, M. S. Alam, S. Ahmed, J. M. Arrazola, C. Blank, A. Delgado, S. Jahangiri, K. McKiernan, J. J. Meyer, Z. Niu, A. Száva, and N. Killoran, arXiv preprint:1811.04968v3 (2018)
Original
2018
Cited alongside, same era.
J. Bradbury, R. Frostig, P. Hawkins, M. J. Johnson, C. Leary, D. Maclaurin, G. Necula, A. Paszke, J. VanderPlas, S. Wanderman-Milne, and Q. Zhang, “JAX: composable transformations of Python+NumPy programs,” (2018)
2018
Cited alongside, same era.
A. Kandala, K. Temme, A. D. Córcoles, A. Mezzacapo, J. M. Chow, and J. M. Gambetta, Nature 567
2019
Cited alongside, same era.
A. J. McCaskey, Z. P. Parks, J. Jakowski, S. V. Moore, T. D. Morris, T. S. Humble, and R. C. Pooser, npj Quantum Information 5
2019
Cited alongside, same era.
A. Smith, M. Kim, F. Pollmann, and J. Knolle, npj Quantum Information 5
2019

Then

K. Mitarai and K. Fujii, New Journal of Physics 23
2021
Later among the works it cites.
S. E. Smart and D. A. Mazziotti, Physical Review Letters 126
2021
Later among the works it cites.
W. Tang, T. Tomesh, M. Suchara, J. Larson, and M. Martonosi, in Proceedings of the 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ACM, 2021) pp. 473–486
2021
Later among the works it cites.
X. Yuan, J. Sun, J. Liu, Q. Zhao, and Y. Zhou, Physical Review Letters 127
2021
Later among the works it cites.
W. J. Huggins, B. A. O’Gorman, C. Neil, N. C. Rubin, P. Roushan, D. R. Reichman, R. Babbush, and J. Lee, “Unbiasing Fermionic Quantum Monte Carlo with a Quantum Computer,” (2021), arXiv:2106.16235
Original
2021
Later among the works it cites.

Beyond the bibliography

alphaXiv searches the wider corpus for related work and actual follow-ups.

Open on alphaXiv

alphaXiv is searching for related work…

Cited alongside, same era.

G. A. Quantum, Collaborators, F. Arute, K. Arya, R. Babbush, D. Bacon, J. C. Bardin, R. Barends, S. Boixo, M. Broughton, B. B. Buckley, et al. , Science 369

2020

Cited alongside, same era.

T. Ayral, F.-M. Le Régent, Z. Saleem, Y. Alexeev, and M. Suchara, in 2020 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (2020) pp. 138–140

2020

Cited alongside, same era.

T. Peng, A. W. Harrow, M. Ozols, and X. Wu, Physical Review Letters 125

2020

Cited alongside, same era.

T. Ayral, F.-M. L. Régent, Z. Saleem, Y. Alexeev, and M. Suchara, SN Computer Science 2

2021

Cited alongside, same era.

Y. Kawashima, E. Lloyd, M. P. Coons, Y. Nam, S. Matsuura, A. J. Garza, S. Johri, L. Huntington, V. Senicourt, A. O. Maksymov, J. H. V. Nguyen, J. Kim, N. Alidoust, A. Zaribafiyan, and T. Yamazaki, Communications Physics 4

2021

Cited alongside, same era.

S.-X. Zhang, Z.-Q. Wan, C.-K. Lee, C.-Y. Hsieh, S. Zhang, and H. Yao, “Variational Quantum-Neural Hybrid Eigensolver,” (2021), arXiv:2106.05105

Original

2021

Later among the works it cites.

F. Vicentini, D. Hofmann, A. Szabó, D. Wu, C. Roth, C. Giuliani, G. Pescia, J. Nys, V. Vargas-Calderon, N. Astrakhantsev, et al. , arXiv preprint:2112.10526 (2021)

Original

2021

Later among the works it cites.

A. Eddins, M. Motta, T. P. Gujarati, S. Bravyi, A. Mezzacapo, C. Hadfield, and S. Sheldon, PRX Quantum 3

2022