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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"

29 / 29 papers shown

Title
Investigating the Lottery Ticket Hypothesis for Variational Quantum Circuits Michael Kölle Leonhard Klingert Julian Schonberger Philipp Altmann Tobias Rohe Claudia Linnhoff-Popien 104 0 0 14 Sep 2025
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 335 3 0 20 Mar 2025
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum CircuitsNeural Information Processing Systems (NeurIPS), 2022 Kaining Zhang Liu Liu Min-hsiu Hsieh Dacheng Tao 376 92 0 20 Feb 2025
Enhancing the Trainability of Variational Quantum Circuits with Regularization Strategies Jun Zhuang Jack Cunningham Chaowen Guan 258 4 0 02 May 2024
Quantum neural network with ensemble learning to mitigate barren plateaus and cost function concentration Lucas Friedrich Jonas Maziero 366 5 0 08 Feb 2024
VQC-Based Reinforcement Learning with Data Re-uploading: Performance and TrainabilityQuantum Machine Intelligence (QMI), 2024 Rodrigo Coelho André Sequeira Luis Paulo Santos 222 17 0 21 Jan 2024
Does provable absence of barren plateaus imply classical simulability?Nature Communications (Nat. Commun.), 2023 M. Cerezo Martín Larocca Diego García-Martín N. L. Diaz Paolo Braccia ... Pablo Bermejo Aroosa Ijaz Supanut Thanasilp Eric R. Anschuetz Zoë Holmes 450 215 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 241 5 0 21 Nov 2023
Generative quantum machine learning via denoising diffusion probabilistic modelsPhysical Review Letters (PRL), 2023 Bing-Qi Zhang Peng Xu Xiaohui Chen Quntao Zhuang DiffM AI4CE 353 42 0 09 Oct 2023
Quark: A Gradient-Free Quantum Learning Framework for Classification Tasks Zhihao Zhang Zhuoming Chen Heyang Huang Zhihao Jia 155 3 0 02 Oct 2022
Laziness, Barren Plateau, and Noise in Machine Learning Sergii Strelchuk Zexi Lin Liang Jiang 164 23 0 19 Jun 2022
Mitigating barren plateaus of variational quantum eigensolversIEEE Transactions on Quantum Engineering (IEEE Trans. Quantum Eng.), 2022 Xia Liu Geng-yang Liu Jiaxin Huang Hao-Kai Zhang Xin Wang 193 56 0 26 May 2022
Avoiding Barren Plateaus with Classical Deep Neural Networks Lucas Friedrich Jonas Maziero 145 52 0 26 May 2022
BEINIT: Avoiding Barren Plateaus in Variational Quantum AlgorithmsInternational Conference on Quantum Computing and Engineering (ICQCE), 2022 Ankit Kulshrestha Ilya Safro 160 42 0 28 Apr 2022
Subtleties in the trainability of quantum machine learning modelsQuantum Machine Intelligence (QMI), 2021 Supanut Thanasilp Samson Wang Nhat A. Nghiem Patrick J. Coles M. Cerezo 191 77 0 27 Oct 2021
Optimal training of variational quantum algorithms without barren plateaus Tobias Haug M. S. Kim 245 40 0 29 Apr 2021
Equivalence of quantum barren plateaus to cost concentration and narrow gorgesQuantum Science and Technology (QST), 2021 A. Arrasmith Zoë Holmes M. Cerezo Patrick J. Coles 167 169 0 12 Apr 2021
Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculusQuantum (Quantum), 2021 Chen Zhao Xiao-Shan Gao 211 90 0 03 Feb 2021
Connecting ansatz expressibility to gradient magnitudes and barren plateausPRX Quantum (PRX Quantum), 2021 Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 423 533 0 06 Jan 2021
VSQL: Variational Shadow Quantum Learning for ClassificationAAAI Conference on Artificial Intelligence (AAAI), 2020 Guangxi Li Zhixin Song Xin Wang 139 49 0 15 Dec 2020
Effect of barren plateaus on gradient-free optimizationQuantum (Quantum), 2020 A. Arrasmith M. Cerezo Piotr Czarnik L. Cincio Patrick J. Coles 338 252 0 24 Nov 2020
On barren plateaus and cost function locality in variational quantum algorithms Alexey Uvarov Jacob Biamonte 271 142 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 291 331 0 05 Nov 2020
The power of quantum neural networksNature Computational Science (NCS), 2020 Amira Abbas David Sutter Christa Zoufal Aurelien Lucchi Alessio Figalli Stefan Woerner 504 930 0 30 Oct 2020
Entanglement Induced Barren PlateausPRX Quantum (PRX Quantum), 2020 Carlos Ortiz Marrero M. Kieferová N. Wiebe 364 319 0 29 Oct 2020
Quantum circuit architecture search for variational quantum algorithmsnpj Quantum Information (npjQI), 2020 Yuxuan Du Tao Huang Shan You Min-hsiu Hsieh Dacheng Tao 452 189 0 20 Oct 2020
Noise-Induced Barren Plateaus in Variational Quantum AlgorithmsNature Communications (Nat Commun), 2020 Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 732 784 0 28 Jul 2020
Layerwise learning for quantum neural networks Andrea Skolik Jarrod R. McClean Masoud Mohseni Patrick van der Smagt Martin Leib 173 315 0 26 Jun 2020
Barren plateaus in quantum neural network training landscapes Jarrod R. McClean Sergio Boixo V. Smelyanskiy Ryan Babbush Hartmut Neven 326 2,206 0 29 Mar 2018