Parameterized quantum circuits as machine learning models

Parameterized quantum circuits as machine learning models

18 June 2019

Marcello Benedetti

Mattia Fiorentini

Papers citing "Parameterized quantum circuits as machine learning models"

15 / 15 papers shown

Title
Quantum Complex-Valued Self-Attention Model Fu Chen Qinglin Zhao Li Feng Longfei Tang Yangbin Lin Haitao Huang MQ 94 0 0 24 Mar 2025
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits Kaining Zhang Liu Liu Min-hsiu Hsieh Dacheng Tao 77 61 0 20 Feb 2025
Trade-off between Gradient Measurement Efficiency and Expressivity in Deep Quantum Neural Networks Koki Chinzei Shinichiro Yamano Quoc-Hoan Tran Yasuhiro Endo H. Oshima 72 2 0 26 Jun 2024
Diffusion-Inspired Quantum Noise Mitigation in Parameterized Quantum Circuits Hoang-Quan Nguyen Xuan-Bac Nguyen Samuel Yen-Chi Chen Hugh Churchill Nicholas Borys Samee U. Khan Khoa Luu DiffM 68 5 0 02 Jun 2024
Training-efficient density quantum machine learning Brian Coyle El Amine Cherrat Nishant Jain Natansh Mathur Snehal Raj Skander Kazdaghli Iordanis Kerenidis 54 5 0 30 May 2024
Parameterized quantum comb and simpler circuits for reversing unknown qubit-unitary operations Yin Mo Lei Zhang Yuanyi Chen Yingjian Liu Tengxiang Lin Xin Wang 53 3 0 06 Mar 2024
Density Matrix Emulation of Quantum Recurrent Neural Networks for Multivariate Time Series Prediction José Daniel Viqueira Daniel Faílde M. M. Juane Andrés Gómez David Mera 47 5 0 31 Oct 2023
A Survey on Quantum Machine Learning: Current Trends, Challenges, Opportunities, and the Road Ahead Kamila Zaman Alberto Marchisio Muhammad Abdullah Hanif Mohamed Bennai 46 26 0 16 Oct 2023
Computing the gradients with respect to all parameters of a quantum neural network using a single circuit Guanglei He 46 1 0 16 Jul 2023
Input Redundancy for Parameterized Quantum Circuits Javier Gil Vidal D. Theis 26 73 0 31 Jan 2019
A Tutorial on Bayesian Optimization P. Frazier GP 73 1,759 0 08 Jul 2018
Universal discriminative quantum neural networks Hongxiang Chen Leonard Wossnig Simone Severini Hartmut Neven Masoud Mohseni 38 80 0 22 May 2018
Towards Quantum Machine Learning with Tensor Networks W. Huggins P. Patil K. B. Whaley E. Stoudenmire 83 344 0 30 Mar 2018
Information Perspective to Probabilistic Modeling: Boltzmann Machines versus Born Machines Song Cheng J. Chen Lei Wang 39 102 0 12 Dec 2017
Unsupervised Generative Modeling Using Matrix Product States Zhaoyu Han Jun Wang H. Fan Lei Wang Pan Zhang 85 269 0 06 Sep 2017