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Investigating and Mitigating Barren Plateaus in Variational Quantum Circuits: A Survey

25 July 2024

Papers citing "Investigating and Mitigating Barren Plateaus in Variational Quantum Circuits: A Survey"

28 / 28 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 83 1 0 20 Mar 2025
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits Kaining Zhang Liu Liu Min-hsiu Hsieh Dacheng Tao 112 63 0 20 Feb 2025
Improving Trainability of Variational Quantum Circuits via Regularization Strategies Jun Zhuang Jack Cunningham Chaowen Guan 61 4 0 02 May 2024
Quantum neural network with ensemble learning to mitigate barren plateaus and cost function concentration Lucas Friedrich Jonas Maziero 75 4 0 08 Feb 2024
VQC-Based Reinforcement Learning with Data Re-uploading: Performance and Trainability Rodrigo Coelho André Sequeira Luis Paulo Santos 89 14 0 21 Jan 2024
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
Hierarchical Learning for Quantum ML: Novel Training Technique for Large-Scale Variational Quantum Circuits H. Gharibyan Vincent Su Hayk H. Tepanyan 73 1 0 21 Nov 2023
Generative quantum machine learning via denoising diffusion probabilistic models Bing-Qi Zhang Peng Xu Xiaohui Chen Quntao Zhuang DiffM AI4CE 68 20 0 09 Oct 2023
Quark: A Gradient-Free Quantum Learning Framework for Classification Tasks Zhihao Zhang Zhuoming Chen Heyang Huang Zhihao Jia 77 2 0 02 Oct 2022
Laziness, Barren Plateau, and Noise in Machine Learning Junyu Liu Zexi Lin Liang Jiang 60 21 0 19 Jun 2022
Mitigating barren plateaus of variational quantum eigensolvers Xia Liu Geng-yang Liu Jiaxin Huang Hao-Kai Zhang Xin Wang 69 40 0 26 May 2022
Avoiding Barren Plateaus with Classical Deep Neural Networks Lucas Friedrich Jonas Maziero 41 42 0 26 May 2022
BEINIT: Avoiding Barren Plateaus in Variational Quantum Algorithms Ankit Kulshrestha Ilya Safro 49 37 0 28 Apr 2022
Subtleties in the trainability of quantum machine learning models Supanut Thanasilp Samson Wang Nhat A. Nghiem Patrick J. Coles M. Cerezo 65 64 0 27 Oct 2021
Optimal training of variational quantum algorithms without barren plateaus Tobias Haug M. S. Kim 88 35 0 29 Apr 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
Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculus Chen Zhao Xiao-Shan Gao 53 90 0 03 Feb 2021
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 200 431 0 06 Jan 2021
VSQL: Variational Shadow Quantum Learning for Classification Guangxi Li Zhixin Song Xin Wang 26 45 0 15 Dec 2020
Effect of barren plateaus on gradient-free optimization A. Arrasmith M. Cerezo Piotr Czarnik L. Cincio Patrick J. Coles 80 214 0 24 Nov 2020
On barren plateaus and cost function locality in variational quantum algorithms Alexey Uvarov Jacob Biamonte 57 126 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 72 281 0 05 Nov 2020
The power of quantum neural networks Amira Abbas David Sutter Christa Zoufal Aurelien Lucchi Alessio Figalli Stefan Woerner 118 752 0 30 Oct 2020
Entanglement Induced Barren Plateaus Carlos Ortiz Marrero M. Kieferová N. Wiebe 55 281 0 29 Oct 2020
Quantum circuit architecture search for variational quantum algorithms Yuxuan Du Tao Huang Shan You Min-hsiu Hsieh Dacheng Tao 104 139 0 20 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
Layerwise learning for quantum neural networks Andrea Skolik Jarrod R. McClean Masoud Mohseni Patrick van der Smagt Martin Leib 58 286 0 26 Jun 2020
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