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A comprehensive review of Quantum Machine Learning: from NISQ to Fault Tolerance

21 January 2024

Papers citing "A comprehensive review of Quantum Machine Learning: from NISQ to Fault Tolerance"

31 / 31 papers shown

Title
PennyLang: Pioneering LLM-Based Quantum Code Generation with a Novel PennyLane-Centric Dataset Haider Asif Abdul Basit Nouhaila Innan Muhammad Kashif Alberto Marchisio Muhammad Shafique Muhammad Shafique 119 3 0 04 Mar 2025
Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing M. Cerezo Martín Larocca Diego García-Martín N. L. Diaz Paolo Braccia ... Pablo Bermejo Aroosa Ijaz Supanut Thanasilp Eric R. Anschuetz Zoë Holmes 75 134 0 14 Dec 2023
Improved machine learning algorithm for predicting ground state properties Laura Lewis Hsin-Yuan Huang Viet-Trung Tran Sebastian Lehner R. Kueng J. Preskill AI4CE 70 46 0 30 Jan 2023
Exponential concentration in quantum kernel methods Supanut Thanasilp Samson Wang M. Cerezo Zoë Holmes 57 86 0 23 Aug 2022
Quantum advantage in learning from experiments Hsin-Yuan Huang Michael Broughton Jordan S. Cotler Sitan Chen Jingkai Li ... Hartmut Neven Ryan Babbush R. Kueng J. Preskill Jarrod R. McClean 55 483 0 01 Dec 2021
Quantum machine learning beyond kernel methods Sofiene Jerbi Lukas J. Fiderer Hendrik Poulsen Nautrup Jonas M. Kubler Hans J. Briegel Vedran Dunjko 63 172 0 25 Oct 2021
Can Error Mitigation Improve Trainability of Noisy Variational Quantum Algorithms? Samson Wang Piotr Czarnik A. Arrasmith M. Cerezo L. Cincio Patrick J. Coles 108 82 0 02 Sep 2021
The Principles of Deep Learning Theory Daniel A. Roberts Sho Yaida Boris Hanin FaML PINN GNN 59 245 0 18 Jun 2021
Equivalence of quantum barren plateaus to cost concentration and narrow gorges A. Arrasmith Zoë Holmes M. Cerezo Patrick J. Coles 50 145 0 12 Apr 2021
Towards understanding the power of quantum kernels in the NISQ era Xinbiao Wang Yuxuan Du Yong Luo Dacheng Tao 112 75 0 31 Mar 2021
Noisy intermediate-scale quantum (NISQ) algorithms Kishor Bharti Alba Cervera-Lierta T. Kyaw Tobias Haug Sumner Alperin-Lea ... Tim Menke Wai-Keong Mok Sukin Sim L. Kwek Alán Aspuru-Guzik 165 393 0 21 Jan 2021
Information-theoretic bounds on quantum advantage in machine learning Hsin-Yuan Huang R. Kueng J. Preskill 111 222 0 07 Jan 2021
Natural Evolutionary Strategies for Variational Quantum Computation A. Anand M. Degroote Alán Aspuru-Guzik 58 41 0 30 Nov 2020
Effect of barren plateaus on gradient-free optimization A. Arrasmith M. Cerezo Piotr Czarnik L. Cincio Patrick J. Coles 82 214 0 24 Nov 2020
Power of data in quantum machine learning Hsin-Yuan Huang Michael Broughton Masoud Mohseni Ryan Babbush Sergio Boixo Hartmut Neven Jarrod R. McClean 88 651 0 03 Nov 2020
A rigorous and robust quantum speed-up in supervised machine learning Yunchao Liu Srinivasan Arunachalam K. Temme 87 542 0 05 Oct 2020
Noise-Induced Barren Plateaus in Variational Quantum Algorithms Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 251 664 0 28 Jul 2020
Robust data encodings for quantum classifiers Ryan Larose Brian Coyle 55 242 0 03 Mar 2020
Computer-inspired Quantum Experiments Mario Krenn Manuel Erhard A. Zeilinger 57 74 0 23 Feb 2020
Predicting Many Properties of a Quantum System from Very Few Measurements Hsin-Yuan Huang R. Kueng J. Preskill 53 1,113 0 18 Feb 2020
Learning Unitaries by Gradient Descent B. Kiani S. Lloyd Reevu Maity 51 63 0 31 Jan 2020
Stochastic gradient descent for hybrid quantum-classical optimization R. Sweke Frederik Wilde Johannes Jakob Meyer Maria Schuld Paul K. Fährmann Barthélémy Meynard-Piganeau Jens Eisert 51 240 0 02 Oct 2019
Learning to learn with quantum neural networks via classical neural networks Guillaume Verdon Michael Broughton Jarrod R. McClean Kevin J Sung Ryan Babbush Zhang Jiang Hartmut Neven Masoud Mohseni 43 196 0 11 Jul 2019
On Lazy Training in Differentiable Programming Lénaïc Chizat Edouard Oyallon Francis R. Bach 111 839 0 19 Dec 2018
Quantum principal component analysis only achieves an exponential speedup because of its state preparation assumptions Ewin Tang 55 110 0 31 Oct 2018
Supervised learning with quantum enhanced feature spaces Vojtěch Havlíček A. Córcoles K. Temme A. Harrow A. Kandala J. Chow J. Gambetta 84 1,831 0 30 Apr 2018
Barren plateaus in quantum neural network training landscapes Jarrod R. McClean Sergio Boixo V. Smelyanskiy Ryan Babbush Hartmut Neven 92 1,824 0 29 Mar 2018
Non-convex Optimization for Machine Learning Prateek Jain Purushottam Kar 163 486 0 21 Dec 2017
Information Perspective to Probabilistic Modeling: Boltzmann Machines versus Born Machines Song Cheng J. Chen Lei Wang 72 102 0 12 Dec 2017
Quantum machine learning: a classical perspective C. Ciliberto Mark Herbster Alessandro Davide Ialongo Massimiliano Pontil Andrea Rocchetto Simone Severini Leonard Wossnig AI4CE 74 439 0 26 Jul 2017
Robust Online Hamiltonian Learning C. Granade C. Ferrie N. Wiebe D. Cory 72 187 0 06 Jul 2012