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

1 September 2020

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 Chi-Sheng Chen 25 0 0 01 Jul 2025
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 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 Afrah Farea Saiful Khan Mustafa Serdar Celebi PINN 165 0 0 20 Mar 2025
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 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 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 Sabrina Herbst Vincenzo De Maio Ivona Brandić 60 2 0 23 Feb 2024
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 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 Till Muser Elias Zapusek Vasilis Belis Florentin Reiter 70 7 0 25 Sep 2023
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 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 Lukas Gonon A. Jacquier 83 15 0 24 Jul 2023
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 0 0 18 May 2023
On the explainability of quantum neural networks based on variational quantum circuits Ammar Daskin MLT FAtt 76 2 0 12 Jan 2023
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 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 Zhan Yu Hong Yao Mujin Li Xin Wang 71 39 0 16 May 2022
Efficient Quantum Feature Extraction for CNN-based Learning Tong Dou Guofeng Zhang W. Cui 72 13 0 04 Jan 2022
Equivariant Quantum Graph Circuits Péter Mernyei K. Meichanetzidis .Ismail .Ilkan Ceylan 86 9 0 10 Dec 2021
Quantum machine learning beyond kernel methods Sofiene Jerbi Lukas J. Fiderer Hendrik Poulsen Nautrup Jonas M. Kubler Hans J. Briegel Vedran Dunjko 102 173 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 81 42 0 13 Oct 2021
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 Sofiene Jerbi Casper Gyurik Simon Marshall Hans J. Briegel Vedran Dunjko 78 114 0 09 Mar 2021