Cost Function Dependent Barren Plateaus in Shallow Parametrized Quantum Circuits

2 January 2020

Papers citing "Cost Function Dependent Barren Plateaus in Shallow Parametrized Quantum Circuits"

40 / 40 papers shown

Title
Enhancing variational quantum algorithms by balancing training on classical and quantum hardware Rahul Bhowmick Harsh Wadhwa Avinash Singh Tania Sidana Quoc Hoan Tran Krishna Kumar Sabapathy 68 0 0 20 Mar 2025
Enhancing Quantum Variational Algorithms with Zero Noise Extrapolation via Neural Networks Subhasree Bhattacharjee Soumyadip Sarkar Kunal Das Bikramjit Sarkar 9 3 0 10 Mar 2024
Quantum Inception Score Akira Sone Akira Tanji Naoki Yamamoto 38 2 0 20 Nov 2023
Quantum Machine Learning on Near-Term Quantum Devices: Current State of Supervised and Unsupervised Techniques for Real-World Applications Yaswitha Gujju A. Matsuo Raymond H. Putra 25 24 0 03 Jul 2023
On quantum backpropagation, information reuse, and cheating measurement collapse Amira Abbas Robbie King Hsin-Yuan Huang W. Huggins R. Movassagh D. Gilboa Jarrod R. McClean 47 39 0 22 May 2023
Group-Invariant Quantum Machine Learning Martín Larocca F. Sauvage Faris M. Sbahi Guillaume Verdon Patrick J. Coles M. Cerezo AI4CE 29 118 0 04 May 2022
projUNN: efficient method for training deep networks with unitary matrices B. Kiani Randall Balestriero Yann LeCun S. Lloyd 54 32 0 10 Mar 2022
Quantum activation functions for quantum neural networks Marco Maronese C. Destri E. Prati AI4CE 24 31 0 10 Jan 2022
Towards Efficient Ansatz Architecture for Variational Quantum Algorithms Anbang Wu Gushu Li Yuke Wang Boyuan Feng Yufei Ding Yuan Xie 24 9 0 26 Nov 2021
Mitigating Noise-Induced Gradient Vanishing in Variational Quantum Algorithm Training Anbang Wu Gushu Li Yufei Ding Yuan Xie 30 4 0 25 Nov 2021
Policy Gradient Approach to Compilation of Variational Quantum Circuits David A. Herrera-Martí 17 3 0 19 Nov 2021
Optimizing Quantum Variational Circuits with Deep Reinforcement Learning Owen Lockwood 22 9 0 07 Sep 2021
Variational Quantum Classifiers Through the Lens of the Hessian Pinaki Sen Amandeep Singh Bhatia A. Bhatia Ahmed Elbeltagi 31 24 0 21 May 2021
Variational quantum compiling with double Q-learning Zhimin He Lvzhou Li Shenggen Zheng Yongyao Li Haozhen Situ 13 41 0 22 Mar 2021
Variational inference with a quantum computer Marcello Benedetti Brian Coyle Mattia Fiorentini M. Lubasch Matthias Rosenkranz BDL 22 37 0 11 Mar 2021
Entanglement Diagnostics for Efficient Quantum Computation Joonho Kim Yaron Oz 29 10 0 24 Feb 2021
Quantum machine learning with adaptive linear optics Ulysse Chabaud D. Markham A. Sohbi 13 21 0 08 Feb 2021
Long-time simulations with high fidelity on quantum hardware Joe Gibbs Kaitlin Gili Zoë Holmes Benjamin Commeau A. Arrasmith L. Cincio Patrick J. Coles A. Sornborger 58 53 0 08 Feb 2021
Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculus Chen Zhao Xiao-Shan Gao 22 88 0 03 Feb 2021
Enhancing Generative Models via Quantum Correlations Xun Gao Eric R. Anschuetz Sheng-Tao Wang J. I. Cirac M. Lukin 14 75 0 20 Jan 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
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 151 424 0 06 Jan 2021
Variational Quantum Cloning: Improving Practicality for Quantum Cryptanalysis Brian Coyle Mina Doosti E. Kashefi N. Kumar 14 3 0 21 Dec 2020
Variational Quantum Algorithms M. Cerezo A. Arrasmith Ryan Babbush S. Benjamin Suguru Endo ... Jarrod R. McClean K. Mitarai Xiao Yuan L. Cincio Patrick J. Coles 56 2,460 0 16 Dec 2020
VSQL: Variational Shadow Quantum Learning for Classification Guangxi Li Zhixin Song Xin Wang 19 44 0 15 Dec 2020
Quantum Circuit Design Search Mohammad Pirhooshyaran T. Terlaky 16 37 0 07 Dec 2020
Natural Evolutionary Strategies for Variational Quantum Computation A. Anand M. Degroote Alán Aspuru-Guzik 30 40 0 30 Nov 2020
Effect of barren plateaus on gradient-free optimization A. Arrasmith M. Cerezo Piotr Czarnik L. Cincio Patrick J. Coles 40 212 0 24 Nov 2020
On barren plateaus and cost function locality in variational quantum algorithms Alexey Uvarov Jacob Biamonte 21 125 0 20 Nov 2020
Absence of Barren Plateaus in Quantum Convolutional Neural Networks Arthur Pesah M. Cerezo Samson Wang T. Volkoff A. Sornborger Patrick J. Coles 27 278 0 05 Nov 2020
The power of quantum neural networks Amira Abbas David Sutter Christa Zoufal Aurelien Lucchi Alessio Figalli Stefan Woerner 33 725 0 30 Oct 2020
Entanglement Induced Barren Plateaus Carlos Ortiz Marrero M. Kieferová N. Wiebe 31 278 0 29 Oct 2020
The effect of data encoding on the expressive power of variational quantum machine learning models Maria Schuld R. Sweke Johannes Jakob Meyer 34 498 0 19 Aug 2020
Quantum versus Classical Generative Modelling in Finance Brian Coyle Maxwell P. Henderson Justin Chan Jin Le N. Kumar M. Paini E. Kashefi 22 59 0 03 Aug 2020
Noise-Induced Barren Plateaus in Variational Quantum Algorithms Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 148 657 0 28 Jul 2020
Reformulation of the No-Free-Lunch Theorem for Entangled Data Sets Kunal Sharma M. Cerezo Zoë Holmes L. Cincio A. Sornborger Patrick J. Coles 24 48 0 09 Jul 2020
Layerwise learning for quantum neural networks Andrea Skolik Jarrod R. McClean Masoud Mohseni Patrick van der Smagt Martin Leib 23 283 0 26 Jun 2020
Variational Quantum Singular Value Decomposition Xin Wang Zhixin Song Youle Wang DRL 26 64 0 03 Jun 2020
Trainability of Dissipative Perceptron-Based Quantum Neural Networks Kunal Sharma M. Cerezo L. Cincio Patrick J. Coles GNN 29 147 0 26 May 2020
Robust data encodings for quantum classifiers Ryan Larose Brian Coyle 24 239 0 03 Mar 2020