Literature Search

Analyzing Convergence in Quantum Neural Networks: Deviations from Neural Tangent Kernels

#1

Xuchen You
(
- Maryland U., College Park
)
,
Shouvanik Chakrabarti
(
- Unlisted
)
,
Boyang Chen
(
- Tsinghua U., Beijing
)
,
Xiaodi Wu
(
- Maryland U., College Park
)

(Mar 26, 2023)

e-Print:
- 2303.14844 [quant-ph]

pdf

reference search7 citations

Theoretical error performance analysis for variational quantum circuit based functional regression

#2

Jun Qi
(
- Georgia Tech
)
,
Chao-Han Huck Yang
(
- Georgia Tech
)
,
Pin-Yu Chen
(
- IBM Watson Res. Ctr.
)
,
Min-Hsiu Hsieh
(
- Unlisted, TW
)

(Jun 8, 2022)

Published in:
- npj Quantum Inf. 9 (2023) 1, 4
•
e-Print:
- 2206.04804 [quant-ph]

DOI

reference search41 citations

Mitigating Barren Plateaus of Variational Quantum Eigensolvers

#3

Xia Liu
(
- Baidu, IQC, Beijing
)
,
Geng Liu
(
- Baidu, IQC, Beijing
)
,
Hao-Kai Zhang
(
- Baidu, IQC, Beijing and
- Tsinghua U., Beijing
)
,
Jiaxin Huang
(
- Baidu, IQC, Beijing
)
,
Xin Wang
(
- Baidu, IQC, Beijing
)

(May 26, 2022)

Published in:
- IEEE Trans.Quantum Eng. 5 (2024) 1-19
•
e-Print:
- 2205.13539 [quant-ph]

DOI

reference search31 citations

TensorCircuit: a Quantum Software Framework for the NISQ Era

#4

Shi-Xin Zhang
(
- Shenzhen U.
)
,
Jonathan Allcock
(
- Shenzhen U.
)
,
Zhou-Quan Wan
(
- Shenzhen U. and
- Tsinghua U., Beijing
)
,
Shuo Liu
(
- Shenzhen U. and
- Tsinghua U., Beijing
)
,
Jiace Sun
(
- Caltech
)

et al.

(May 20, 2022)

Published in:
- Quantum 7 (2023) 912
•
e-Print:
- 2205.10091 [quant-ph]

DOI

reference search83 citations

Random quantum circuits are approximate unitary

t

-designs in depth

O\left(nt^{5+o(1)}\right)

#5

Jonas Haferkamp
(
- Freie U., Berlin
)

(Mar 30, 2022)

Published in:
- Quantum 6 (2022) 795,
- Quantum 6 (2022) 795
•
e-Print:
- 2203.16571 [quant-ph]

DOI

reference search86 citations

Generalization in quantum machine learning from few training data

#6

Matthias C. Caro
(
- Munich, Tech. U. and
- MCQST, Munich
)
,
Hsin-Yuan Huang
(
- Caltech and
- Caltech, IQI
)
,
M. Cerezo
(
- Los Alamos
)
,
Kunal Sharma
(
- Maryland U., College Park
)
,
Andrew Sornborger
(
- Los Alamos and
- Oak Ridge
)

et al.

(Nov 9, 2021)

Published in:
- Nature Commun. 13 (2022) 1, 4919
•
e-Print:
- 2111.05292 [quant-ph]

DOI

reference search268 citations

Representation Learning via Quantum Neural Tangent Kernels

#7

Junyu Liu
(
- Chicago U., EFI and
- Chicago U.
)
,
Francesco Tacchino
(
- IBM, Zurich
)
,
Jennifer R. Glick
(
- IBM Watson Res. Ctr.
)
,
Liang Jiang
(
- Chicago U., EFI and
- Chicago U.
)
,
Antonio Mezzacapo
(
- IBM Watson Res. Ctr.
)

(Nov 7, 2021)

Published in:
- PRX Quantum 3 (2022) 3, 030323
•
e-Print:
- 2111.04225 [quant-ph]

pdfDOI

reference search73 citations

Graph neural network initialisation of quantum approximate optimisation

#8

Nishant Jain
(
- IIT, Roorkee
)
,
Brian Coyle
(
- U. Edinburgh (main)
)
,
Elham Kashefi
(
- U. Edinburgh (main) and
- LIP6, Paris
)
,
Niraj Kumar
(
- U. Edinburgh (main)
)

(Nov 4, 2021)

Published in:
- Quantum 6 (2022) 861,
- Quantum 6 (2022) 861
•
e-Print:
- 2111.03016 [quant-ph]

DOI

reference search39 citations

Quantum machine learning beyond kernel methods

#9

Sofiene Jerbi
(
- Innsbruck U.
)
,
Lukas J. Fiderer
(
- Innsbruck U.
)
,
Hendrik Poulsen Nautrup
(
- Innsbruck U.
)
,
Jonas M. Kübler
(
- Stuttgart, Max Planck Inst.
)
,
Hans J. Briegel
(
- Innsbruck U.
)

et al.

(Oct 25, 2021)

Published in:
- Nature Commun. 14 (2023) 1, 517,
- Nature Commun. 14 (2023) 517
•
e-Print:
- 2110.13162 [quant-ph]

DOI

reference search141 citations

Critical Points in Quantum Generative Models

#10

Eric R. Anschuetz
(
- MIT
)

(Sep 14, 2021)

e-Print:
- 2109.06957 [quant-ph]

pdf

reference search34 citations

Recent advances for quantum classifiers

#11

Weikang Li
(
- Tsinghua U., Beijing
)
,
Dong-Ling Deng
(
- Tsinghua U., Beijing and
- SINAP, Shanghai
)

(Aug 30, 2021)

Published in:
- Sci.China Phys.Mech.Astron. 65 (2022) 2, 220301,
- Sci.China Phys.Mech.Astron. 65 (2022) 220301
•
e-Print:
- 2108.13421 [quant-ph]

pdfDOI

reference search74 citations

Presence and Absence of Barren Plateaus in Tensor-Network Based Machine Learning

#12

Zidu Liu
(
- Tsinghua U., Beijing
)
,
Li-Wei Yu
(
- Tsinghua U., Beijing and
- Nankai, CIM
)
,
L.-M. Duan
(
- Tsinghua U., Beijing
)
,
Dong-Ling Deng
(
- Tsinghua U., Beijing and
- Fudan U.
)

(Aug 18, 2021)

Published in:
- Phys.Rev.Lett. 129 (2022) 27, 270501
•
e-Print:
- 2108.08312 [quant-ph]

pdfDOI

reference search54 citations

Training variational quantum algorithms is NP-hard

#13

(Jan 18, 2021)

Published in:
- Phys.Rev.Lett. 127 (2021) 120502
•
e-Print:
- 2101.07267 [quant-ph]

pdfDOI

reference search359 citations

Large gradients via correlation in random parameterized quantum circuits

#14

(Jan 18, 2021)

Published in:
- Quantum Sci.Technol. 6 (2021) 2, 025008

DOI

reference search126 citations

Warm-starting quantum optimization

#15

(Sep 21, 2020)

Published in:
- Quantum 5 (2021) 479
•
e-Print:
- 2009.10095 [quant-ph]

pdfDOI

reference search221 citations

Variational Quantum Simulation of General Processes

#16

Suguru Endo
(
- U. Oxford (main) and
- Unlisted, JP
)
,
Jinzhao Sun
(
- Oxford U.
)
,
Ying Li
(
- GSCAEP, Beijing
)
,
Simon C. Benjamin
(
- U. Oxford (main)
)
,
Xiao Yuan
(
- U. Oxford (main)
)

(Jun 29, 2020)

Published in:
- Phys.Rev.Lett. 125 (2020) 1, 010501

pdfDOI

reference search199 citations

Variational quantum Gibbs state preparation with a truncated Taylor series

#17

Youle Wang
(
- Baidu, IQC, Beijing and
- Sydney, U. Technol.
)
,
Guangxi Li
(
- Baidu, IQC, Beijing and
- Sydney, U. Technol.
)
,
Xin Wang
(
- Baidu, IQC, Beijing
)

(May 18, 2020)

Published in:
- Phys.Rev.Applied 16 (2021) 054035
•
e-Print:
- 2005.08797 [quant-ph]

pdfDOI

reference search77 citations

Variational quantum state eigensolver

#18

(Apr 3, 2020)

Published in:
- npj Quantum Inf. 8 (2022) 1, 113
•
e-Print:
- 2004.01372 [quant-ph]

DOI

reference search128 citations

Encoding of matrix product states into quantum circuits of one- and two-qubit gates

#19

Shi-Ju Ran
(
- Capital Normal U., Beijing
)

(Mar 9, 2020)

Published in:
- Phys.Rev.A 101 (2020) 3, 032310

DOI

reference search105 citations

Cost function dependent barren plateaus in shallow parametrized quantum circuits

#20

(Jan 2, 2020)

Published in:
- Nature Commun. 12 (2021) 1, 1791
•
e-Print:
- 2001.00550 [quant-ph]

DOI

reference search751 citations

Variational Quantum Circuits for Deep Reinforcement Learning

#21

Samuel Yen-Chi Chen
(
- Taiwan, Natl. Taiwan U. and
- NCTS, Taipei
)
,
Chao-Han Huck Yang
(
- Georgia Tech., Atlanta
)
,
Jun Qi
(
- Georgia Tech., Atlanta
)
,
Pin-Yu Chen
(
- IBM Watson Res. Ctr.
)
,
Xiaoli Ma
(
- Georgia Tech., Atlanta
)

et al.

(2020)

Published in:
- IEEE Access 8 (2020) 141007-141024

pdfDOI

reference search207 citations

Variational quantum state preparation via quantum data buses

#22

(Dec 25, 2019)

Published in:
- Quantum 4 (2020) 290
•
e-Print:
- 1912.11722 [quant-ph]

DOI

reference search13 citations

Qubit-ADAPT-VQE: An Adaptive Algorithm for Constructing Hardware-Efficient Ansätze on a Quantum Processor

#23

Ho Lun Tang
(
- Virginia Tech.
)
,
V.O. Shkolnikov
(
- Virginia Tech.
)
,
George S. Barron
(
- Virginia Tech.
)
,
Harper R. Grimsley
(
- Virginia Tech.
)
,
Nicholas J. Mayhall
(
- Virginia Tech.
)

et al.

(Nov 22, 2019)

Published in:
- PRX Quantum 2 (2021) 2, 020310
•
e-Print:
- 1911.10205 [quant-ph]

DOI

reference search371 citations

Variational ansatz-based quantum simulation of imaginary time evolution

#24

et al.

(Sep 6, 2019)

Published in:
- npj Quantum Inf. 5 (2019) 75

pdfDOI

reference search359 citations

Quantum convolutional neural networks

#25

Iris Cong
(
- Harvard U.
)
,
Soonwon Choi
(
- Harvard U. and
- UC, Berkeley
)
,
Mikhail D. Lukin
(
- Harvard U.
)

(Aug 26, 2019)

Published in:
- Nature Phys. 15 (2019) 1273-1278

DOI

reference search825 citations

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