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Universal Approximation Property of Quantum Machine Learning Models in Quantum-Enhanced Feature Spaces
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Universal Approximation Property of Quantum Machine Learning Models in Quantum-Enhanced Feature Spaces

Takahiro Goto
Quoc Hoan Tran
Kohei Nakajima
ArXiv (abs)PDFHTML

Papers citing "Universal Approximation Property of Quantum Machine Learning Models in Quantum-Enhanced Feature Spaces"

26 / 26 papers shown
Title
Vision-QRWKV: Exploring Quantum-Enhanced RWKV Models for Image Classification
Vision-QRWKV: Exploring Quantum-Enhanced RWKV Models for Image Classification
Chi-Sheng Chen
25
0
0
01 Jul 2025
Quantum-Informed Contrastive Learning with Dynamic Mixup Augmentation for Class-Imbalanced Expert Systems
Quantum-Informed Contrastive Learning with Dynamic Mixup Augmentation for Class-Imbalanced Expert Systems
Md Abrar Jahin
Adiba Abid
M. F. Mridha
36
0
0
16 Jun 2025
QuXAI: Explainers for Hybrid Quantum Machine Learning Models
QuXAI: Explainers for Hybrid Quantum Machine Learning Models
Saikat Barua
Mostafizur Rahman
Shehenaz Khaled
Md Jafor Sadek
Rafiul Islam
Shahnewaz Siddique
44
0
0
15 May 2025
QCPINN: Quantum-Classical Physics-Informed Neural Networks for Solving PDEs
QCPINN: Quantum-Classical Physics-Informed Neural Networks for Solving PDEs
Afrah Farea
Saiful Khan
Mustafa Serdar Celebi
PINN
165
0
0
20 Mar 2025
Quantum automated learning with provable and explainable trainability
Quantum automated learning with provable and explainable trainability
Qi Ye
Shuangyue Geng
Zizhao Han
Weikang Li
L. Duan
D. Deng
82
0
0
07 Feb 2025
The Impact of Feature Embedding Placement in the Ansatz of a Quantum Kernel in QSVMs
The Impact of Feature Embedding Placement in the Ansatz of a Quantum Kernel in QSVMs
Ilmo Salmenperä
Ilmars Kuhtarskis
Arianne Meijer van de Griend
Jukka K. Nurminen
53
0
0
20 Sep 2024
On Optimizing Hyperparameters for Quantum Neural Networks
On Optimizing Hyperparameters for Quantum Neural Networks
Sabrina Herbst
Vincenzo De Maio
Ivona Brandić
89
3
0
27 Mar 2024
Streaming IoT Data and the Quantum Edge: A Classic/Quantum Machine Learning Use Case
Streaming IoT Data and the Quantum Edge: A Classic/Quantum Machine Learning Use Case
Sabrina Herbst
Vincenzo De Maio
Ivona Brandić
58
2
0
23 Feb 2024
Unleashing the Expressive Power of Pulse-Based Quantum Neural Networks
Unleashing the Expressive Power of Pulse-Based Quantum Neural Networks
Han-Xiao Tao
Jiaqi Hu
Re-Bing Wu
66
3
0
05 Feb 2024
On fundamental aspects of quantum extreme learning machines
On fundamental aspects of quantum extreme learning machines
Weijie Xiong
Giorgio Facelli
Mehrad Sahebi
Owen Agnel
Thiparat Chotibut
Supanut Thanasilp
Zoë Holmes
60
26
0
23 Dec 2023
Provable advantages of kernel-based quantum learners and quantum preprocessing based on Grover's algorithm
Provable advantages of kernel-based quantum learners and quantum preprocessing based on Grover's algorithm
Till Muser
Elias Zapusek
Vasilis Belis
Florentin Reiter
70
7
0
25 Sep 2023
Expressive variational quantum circuits provide inherent privacy in federated learning
Expressive variational quantum circuits provide inherent privacy in federated learning
Niraj Kumar
Jamie Heredge
Changhao Li
Shaltiel Eloul
Shree Hari Sureshbabu
Marco Pistoia
FedML
120
8
0
22 Sep 2023
QKSAN: A Quantum Kernel Self-Attention Network
QKSAN: A Quantum Kernel Self-Attention Network
Ren-Xin Zhao
Jinjing Shi
Xuelong Li
96
25
0
25 Aug 2023
Universal Approximation Theorem and error bounds for quantum neural networks and quantum reservoirs
Universal Approximation Theorem and error bounds for quantum neural networks and quantum reservoirs
Lukas Gonon
A. Jacquier
83
15
0
24 Jul 2023
Reduction of finite sampling noise in quantum neural networks
Reduction of finite sampling noise in quantum neural networks
D. Kreplin
Marco Roth
88
16
0
02 Jun 2023
Classical-to-Quantum Transfer Learning Facilitates Machine Learning with Variational Quantum Circuit
Jun Qi
Chao-Han Huck Yang
Pin-Yu Chen
Min-hsiu Hsieh
Hector Zenil
Jesper Tegner
81
1
0
18 May 2023
On the explainability of quantum neural networks based on variational quantum circuits
On the explainability of quantum neural networks based on variational quantum circuits
Ammar Daskin
MLTFAtt
74
2
0
12 Jan 2023
Harmonic (Quantum) Neural Networks
Harmonic (Quantum) Neural Networks
Atiyo Ghosh
Antonio A. Gentile
M. Dagrada
Chul Lee
S. Kim
Hyukgeun Cha
Yunjun Choi
Brad Kim
J. Kye
V. Elfving
AI4CE
74
1
0
14 Dec 2022
Quantum Policy Gradient Algorithm with Optimized Action Decoding
Quantum Policy Gradient Algorithm with Optimized Action Decoding
Nico Meyer
Daniel D. Scherer
Axel Plinge
Christopher Mutschler
M. Hartmann
61
22
0
13 Dec 2022
Power and limitations of single-qubit native quantum neural networks
Power and limitations of single-qubit native quantum neural networks
Zhan Yu
Hong Yao
Mujin Li
Xin Wang
71
39
0
16 May 2022
Efficient Quantum Feature Extraction for CNN-based Learning
Efficient Quantum Feature Extraction for CNN-based Learning
Tong Dou
Guofeng Zhang
W. Cui
72
13
0
04 Jan 2022
Equivariant Quantum Graph Circuits
Equivariant Quantum Graph Circuits
Péter Mernyei
K. Meichanetzidis
.Ismail .Ilkan Ceylan
86
9
0
10 Dec 2021
Quantum machine learning beyond kernel methods
Quantum machine learning beyond kernel methods
Sofiene Jerbi
Lukas J. Fiderer
Hendrik Poulsen Nautrup
Jonas M. Kubler
Hans J. Briegel
Vedran Dunjko
100
173
0
25 Oct 2021
Style-based quantum generative adversarial networks for Monte Carlo events
Style-based quantum generative adversarial networks for Monte Carlo events
Carlos Bravo-Prieto
J. Baglio
M. Cè
A. Francis
D. Grabowska
Stefano Carrazza
GAN
81
42
0
13 Oct 2021
Fock State-enhanced Expressivity of Quantum Machine Learning Models
Fock State-enhanced Expressivity of Quantum Machine Learning Models
Beng Yee Gan
Daniel Leykam
D. Angelakis
87
28
0
12 Jul 2021
Parametrized quantum policies for reinforcement learning
Parametrized quantum policies for reinforcement learning
Sofiene Jerbi
Casper Gyurik
Simon Marshall
Hans J. Briegel
Vedran Dunjko
78
114
0
09 Mar 2021

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