Quantum Natural Gradient

4 September 2019

Papers citing "Quantum Natural Gradient"

31 / 31 papers shown

Title
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits Kaining Zhang Liu Liu Min-hsiu Hsieh Dacheng Tao 62 60 0 20 Feb 2025
Application of Langevin Dynamics to Advance the Quantum Natural Gradient Optimization Algorithm Oleksandr Borysenko Mykhailo Bratchenko Ilya Lukin Mykola Luhanko Ihor Omelchenko Andrii Sotnikov Alessandro Lomi 55 0 0 17 Feb 2025
Probing many-body Bell correlation depth with superconducting qubits Ke Wang Weikang Li Shibo Xu Mengyao Hu Jiachen Chen ... Patrick Emonts Jordi Tura Chao Song H. Wang Dong-Ling Deng 44 7 0 25 Jun 2024
Sequential-in-time training of nonlinear parametrizations for solving time-dependent partial differential equations Huan Zhang Yifan Chen Eric Vanden-Eijnden Benjamin Peherstorfer 42 2 0 01 Apr 2024
ASDL: A Unified Interface for Gradient Preconditioning in PyTorch Kazuki Osawa Satoki Ishikawa Rio Yokota Shigang Li Torsten Hoefler ODL 38 14 0 08 May 2023
Improving Gradient Methods via Coordinate Transformations: Applications to Quantum Machine Learning Pablo Bermejo Borja Aizpurua Roman Orus 8 7 0 13 Apr 2023
Challenges and Opportunities in Quantum Machine Learning M. Cerezo Guillaume Verdon Hsin-Yuan Huang L. Cincio Patrick J. Coles VLM 19 406 0 16 Mar 2023
Expressibility-Enhancing Strategies for Quantum Neural Networks Y. Liao Junpeng Zhan 26 6 0 23 Nov 2022
Toward Neural Network Simulation of Variational Quantum Algorithms Oliver Knitter J. Stokes S. Veerapaneni 14 2 0 05 Nov 2022
Faster variational quantum algorithms with quantum kernel-based surrogate models Alistair W. R. Smith A. Paige Myungshik S. Kim 20 4 0 02 Nov 2022
Federated Quantum Natural Gradient Descent for Quantum Federated Learning Jun Qi FedML 19 16 0 15 Aug 2022
QSAN: A Near-term Achievable Quantum Self-Attention Network Jinjing Shi Ren-Xin Zhao Wenxuan Wang Shenmin Zhang Xuelong Li 21 20 0 14 Jul 2022
Quantum Approximation of Normalized Schatten Norms and Applications to Learning Yiyou Chen Hideyuki Miyahara Louis-S. Bouchard V. Roychowdhury 13 2 0 23 Jun 2022
Policy Gradients using Variational Quantum Circuits André Sequeira L. Santos Luis Soares Barbosa 39 11 0 20 Mar 2022
Classical versus Quantum: comparing Tensor Network-based Quantum Circuits on LHC data Jack Y. Araz M. Spannowsky 33 14 0 21 Feb 2022
NetKet 3: Machine Learning Toolbox for Many-Body Quantum Systems F. Vicentini Damian Hofmann A. Szabó Dian Wu Christopher Roth ... Gabriel Pescia J. Nys Vladimir Vargas-Calderón N. Astrakhantsev Giuseppe Carleo 19 87 0 20 Dec 2021
Explicitly antisymmetrized neural network layers for variational Monte Carlo simulation Jeffmin Lin Gil Goldshlager Lin Lin 43 22 0 07 Dec 2021
Mode connectivity in the loss landscape of parameterized quantum circuits Kathleen E. Hamilton E. Lynn R. Pooser 27 3 0 09 Nov 2021
Graph neural network initialisation of quantum approximate optimisation Nishant Jain Brian Coyle E. Kashefi N. Kumar GNN AI4CE 38 48 0 04 Nov 2021
Theory of overparametrization in quantum neural networks Martín Larocca Nathan Ju Diego García-Martín Patrick J. Coles M. Cerezo 43 188 0 23 Sep 2021
Towards a variational Jordan-Lee-Preskill quantum algorithm Junyu Liu Zimu Li Han Zheng Xiao Yuan Jinzhao Sun 11 19 0 12 Sep 2021
Recent advances for quantum classifiers Weikang Li D. Deng AAML 39 84 0 30 Aug 2021
Rayleigh-Gauss-Newton optimization with enhanced sampling for variational Monte Carlo R. Webber M. Lindsey 19 5 0 19 Jun 2021
The Inductive Bias of Quantum Kernels Jonas M. Kubler Simon Buchholz Bernhard Schölkopf 19 119 0 07 Jun 2021
Variational Quantum Classifiers Through the Lens of the Hessian Pinaki Sen Amandeep Singh Bhatia A. Bhatia Ahmed Elbeltagi 25 24 0 21 May 2021
Optimal training of variational quantum algorithms without barren plateaus Tobias Haug M. S. Kim 43 35 0 29 Apr 2021
Universal Adversarial Examples and Perturbations for Quantum Classifiers Weiyuan Gong D. Deng AAML 32 23 0 15 Feb 2021
Learning quantum data with the quantum Earth Mover's distance B. Kiani Giacomo De Palma M. Marvian Zi-Wen Liu S. Lloyd 21 45 0 08 Jan 2021
Non-trivial symmetries in quantum landscapes and their resilience to quantum noise Enrico Fontana M. Cerezo A. Arrasmith I. Rungger Patrick J. Coles 22 22 0 17 Nov 2020
Quantum circuit architecture search for variational quantum algorithms Yuxuan Du Tao Huang Shan You Min-hsiu Hsieh Dacheng Tao 44 133 0 20 Oct 2020
Natural evolution strategies and variational Monte Carlo Tianchen Zhao Giuseppe Carleo J. Stokes S. Veerapaneni 6 5 0 09 May 2020