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1906.07682
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Parameterized quantum circuits as machine learning models
Quantum Science and Technology (QST), 2019
18 June 2019
Marcello Benedetti
Erika Lloyd
Stefan H. Sack
Mattia Fiorentini
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Papers citing
"Parameterized quantum circuits as machine learning models"
50 / 282 papers shown
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146
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28 Aug 2022
Evolutionary Quantum Architecture Search for Parametrized Quantum Circuits
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Lee Spector
174
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Quantum Machine Learning for Distributed Quantum Protocols with Local Operations and Noisy Classical Communications
Hari Hara Suthan Chittoor
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199
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22 Jul 2022
QSAN: A Near-term Achievable Quantum Self-Attention Network
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Jinjing Shi
Ren-Xin Zhao
Wenxuan Wang
Shenmin Zhang
Xuelong Li
435
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14 Jul 2022
Reinforcement Learning Assisted Recursive QAOA
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Yash J. Patel
Sofiene Jerbi
Thomas Bäck
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201
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13 Jul 2022
A single
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T
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M. Hinsche
M. Ioannou
A. Nietner
J. Haferkamp
Yihui Quek
D. Hangleiter
Jean-Pierre Seifert
Jens Eisert
R. Sweke
121
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07 Jul 2022
Many-body localized hidden generative models
Physical Review Research (Phys. Rev. Res.), 2022
Weishun Zhong
Xun Gao
S. Yelin
K. Najafi
DRL
AI4CE
135
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05 Jul 2022
Rapid training of quantum recurrent neural networks
Quantum Machine Intelligence (QMI), 2022
M. Siemaszko
A. Buraczewski
Bertrand Le Saux
Magdalena Stobiñska
260
14
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01 Jul 2022
Variational Quantum Approximate Support Vector Machine with Inference Transfer
Scientific Reports (Sci Rep), 2022
Siheon Park
D. Park
J. Rhee
168
32
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29 Jun 2022
Hyperparameter Importance of Quantum Neural Networks Across Small Datasets
IFIP Working Conference on Database Semantics (IWDS), 2022
Charles Moussa
Jan N. van Rijn
Thomas Bäck
Vedran Dunjko
251
12
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20 Jun 2022
Concentration of Data Encoding in Parameterized Quantum Circuits
Neural Information Processing Systems (NeurIPS), 2022
Guangxi Li
Ruilin Ye
Xuanqiang Zhao
Xin Wang
149
34
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16 Jun 2022
Bayesian Learning of Parameterised Quantum Circuits
Samuel Duffield
Marcello Benedetti
Matthias Rosenkranz
194
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15 Jun 2022
Theoretical Error Performance Analysis for Variational Quantum Circuit Based Functional Regression
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Jun Qi
Chao-Han Huck Yang
Pin-Yu Chen
Min-hsiu Hsieh
314
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08 Jun 2022
Recent Advances for Quantum Neural Networks in Generative Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Jinkai Tian
Xiaoyun Sun
Yuxuan Du
Shanshan Zhao
Qing Liu
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Xingyao Wu
Min-hsiu Hsieh
Tongliang Liu
Wen-Bin Yang
Dacheng Tao
AI4CE
288
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07 Jun 2022
Introducing Non-Linear Activations into Quantum Generative Models
Kaitlin Gili
Mykolas Sveistrys
C. Ballance
475
12
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28 May 2022
Mitigating barren plateaus of variational quantum eigensolvers
IEEE Transactions on Quantum Engineering (IEEE Trans. Quantum Eng.), 2022
Xia Liu
Geng-yang Liu
Jiaxin Huang
Hao-Kai Zhang
Xin Wang
199
56
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26 May 2022
QSpeech: Low-Qubit Quantum Speech Application Toolkit
IEEE International Joint Conference on Neural Network (IJCNN), 2022
Zhenhou Hong
Jianzong Wang
Xiaoyang Qu
Chendong Zhao
Wei Tao
Jing Xiao
161
8
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26 May 2022
Conditional Born machine for Monte Carlo event generation
Oriel Kiss
Michele Grossi
E. Kajomovitz
S. Vallecorsa
204
18
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16 May 2022
Exploiting symmetry in variational quantum machine learning
PRX Quantum (PRX Quantum), 2022
Johannes Jakob Meyer
Marian Mularski
Elies Gil-Fuster
A. A. Mele
F. Arzani
Alissa Wilms
Jens Eisert
AAML
153
170
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12 May 2022
Equivariant quantum circuits for learning on weighted graphs
npj Quantum Information (NQI), 2022
Andrea Skolik
Michele Cattelan
S. Yarkoni
Thomas Bäck
Vedran Dunjko
243
83
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12 May 2022
Quantum Self-Attention Neural Networks for Text Classification
Science China Information Sciences (Sci. China Inf. Sci.), 2022
Guangxi Li
Xuanqiang Zhao
Xin Wang
GNN
230
93
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11 May 2022
Quantum neural network autoencoder and classifier applied to an industrial case study
Quantum Machine Intelligence (QMI), 2022
Stefano Mangini
A. Marruzzo
M. Piantanida
D. Gerace
D. Bajoni
C. Macchiavello
AI4CE
198
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09 May 2022
Classification of NEQR Processed Classical Images using Quantum Neural Networks (QNN)
Santanu Ganguly
88
2
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29 Mar 2022
Optimisation-free Classification and Density Estimation with Quantum Circuits
Quantum Machine Intelligence (QMI), 2022
Santiago Acevedo-Mancera
Fabio A. González
Herbert Vinck-Posada
210
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28 Mar 2022
Quantum neural networks force fields generation
Oriel Kiss
F. Tacchino
S. Vallecorsa
I. Tavernelli
AI4CE
204
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09 Mar 2022
Random Quantum Neural Networks (RQNN) for Noisy Image Recognition
Debanjan Konar
Erol Gelenbe
Soham Bhandary
Aditya Das Sarma
A. Cangi
163
12
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03 Mar 2022
Optimal quantum dataset for learning a unitary transformation
Physical Review Applied (Phys. Rev. Appl.), 2022
Zhan Yu
Xuanqiang Zhao
Benchi Zhao
Xin Wang
229
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01 Mar 2022
Quantum Deep Reinforcement Learning for Robot Navigation Tasks
IEEE Access (IEEE Access), 2022
Hans Hohenfeld
D. Heimann
Felix Wiebe
Frank Kirchner
210
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24 Feb 2022
Systematic Literature Review: Quantum Machine Learning and its applications
Computer Science Review (CSR), 2022
David Peral García
Juan Cruz-Benito
Francisco José García-Penalvo
300
197
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11 Jan 2022
Quantum activation functions for quantum neural networks
Quantum Information Processing (QIP), 2022
Marco Maronese
C. Destri
E. Prati
AI4CE
127
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10 Jan 2022
Generalized quantum similarity learning
Santosh Kumar Radha
Casey Jao
151
2
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07 Jan 2022
A Hybrid Quantum-Classical Neural Network Architecture for Binary Classification
Davis Arthur
Prasanna Date
198
39
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05 Jan 2022
Quantum Capsule Networks
Quantum Science and Technology (QST), 2022
Zidu Liu
Pei-Xin Shen
Weikang Li
L. Duan
D. Deng
GNN
371
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05 Jan 2022
Efficient Quantum Feature Extraction for CNN-based Learning
Journal of the Franklin Institute (JFI), 2022
Tong Dou
Guofeng Zhang
W. Cui
221
21
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04 Jan 2022
Variational Quantum Soft Actor-Critic
Qingfeng Lan
170
28
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20 Dec 2021
Quantum Approximate Optimization Algorithm applied to the binary perceptron
Physical review B (PRB), 2021
Pietro Torta
G. Mbeng
Carlo Baldassi
R. Zecchina
G. Santoro
115
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19 Dec 2021
Probably approximately correct quantum source coding
Armando Angrisani
Brian Coyle
E. Kashefi
145
0
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13 Dec 2021
A Case For Noisy Shallow Gate-Based Circuits In Quantum Machine Learning
Patrick Selig
Niall Murphy
Ashwin Sundareswaran R
D. Redmond
Simon Caton
57
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13 Dec 2021
Quantum Architecture Search via Continual Reinforcement Learning
Esther Ye
Samuel Yen-Chi Chen
240
40
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10 Dec 2021
Equivariant Quantum Graph Circuits
Péter Mernyei
K. Meichanetzidis
.Ismail .Ilkan Ceylan
232
9
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10 Dec 2021
Near-Optimal Quantum Algorithms for Multivariate Mean Estimation
A. Cornelissen
Yassine Hamoudi
Sofiene Jerbi
178
37
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18 Nov 2021
Quantum Model-Discovery
Niklas Heim
Atiyo Ghosh
Oleksandr Kyriienko
V. Elfving
163
11
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11 Nov 2021
Mode connectivity in the loss landscape of parameterized quantum circuits
Quantum Machine Intelligence (QMI), 2021
Kathleen E. Hamilton
E. Lynn
R. Pooser
204
3
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09 Nov 2021
Graph neural network initialisation of quantum approximate optimisation
Quantum (Quantum), 2021
Nishant Jain
Brian Coyle
E. Kashefi
N. Kumar
GNN
AI4CE
353
58
0
04 Nov 2021
Quantum tangent kernel
Physical Review Research (Phys. Rev. Res.), 2021
Norihito Shirai
K. Kubo
K. Mitarai
Keisuke Fujii
176
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04 Nov 2021
Quantum machine learning beyond kernel methods
Nature Communications (Nat Commun), 2021
Sofiene Jerbi
Lukas J. Fiderer
Hendrik Poulsen Nautrup
Jonas M. Kubler
Hans J. Briegel
Vedran Dunjko
313
222
0
25 Oct 2021
Style-based quantum generative adversarial networks for Monte Carlo events
Carlos Bravo-Prieto
J. Baglio
M. Cè
A. Francis
D. Grabowska
Stefano Carrazza
GAN
176
54
0
13 Oct 2021
Learnability of the output distributions of local quantum circuits
M. Hinsche
M. Ioannou
A. Nietner
J. Haferkamp
Yihui Quek
D. Hangleiter
Jean-Pierre Seifert
Jens Eisert
R. Sweke
154
19
0
11 Oct 2021
F-Divergences and Cost Function Locality in Generative Modelling with Quantum Circuits
Chiara Leadbeater
Louis Sharrock
Brian Coyle
Marcello Benedetti
232
12
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08 Oct 2021
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