Absence of Barren Plateaus in Quantum Convolutional Neural Networks

5 November 2020

Papers citing "Absence of Barren Plateaus in Quantum Convolutional Neural Networks"

41 / 91 papers shown

Title
Theory for Equivariant Quantum Neural Networks Quynh T. Nguyen Louis Schatzki Paolo Braccia Michael Ragone Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo 40 89 0 16 Oct 2022
Representation Theory for Geometric Quantum Machine Learning Michael Ragone Paolo Braccia Quynh T. Nguyen Louis Schatzki Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo AI4CE 28 73 0 14 Oct 2022
Scalable Quantum Convolutional Neural Networks Hankyul Baek Won Joon Yun Joongheon Kim 19 6 0 26 Sep 2022
Classical-to-quantum convolutional neural network transfer learning Juhyeon Kim Joonsuk Huh D. Park 32 31 0 31 Aug 2022
Symmetric Pruning in Quantum Neural Networks Xinbiao Wang Junyu Liu Tongliang Liu Yong Luo Yuxuan Du Dacheng Tao 34 24 0 30 Aug 2022
Inference-Based Quantum Sensing C. H. Alderete Max Hunter Gordon F. Sauvage A. Sone A. Sornborger Patrick J. Coles M. Cerezo 21 14 0 20 Jun 2022
Laziness, Barren Plateau, and Noise in Machine Learning Junyu Liu Zexi Lin Liang Jiang 38 21 0 19 Jun 2022
Mitigating barren plateaus of variational quantum eigensolvers Xia Liu Geng-yang Liu Jiaxin Huang Hao-Kai Zhang Xin Wang 37 40 0 26 May 2022
Fundamental limitations on optimization in variational quantum algorithms Hao-Kai Zhang Chengkai Zhu Geng-yang Liu Xin Wang 19 4 0 10 May 2022
Group-Invariant Quantum Machine Learning Martín Larocca F. Sauvage Faris M. Sbahi Guillaume Verdon Patrick J. Coles M. Cerezo AI4CE 21 118 0 04 May 2022
Dynamical simulation via quantum machine learning with provable generalization Joe Gibbs Zoë Holmes Matthias C. Caro Nic Ezzell Hsin-Yuan Huang L. Cincio A. Sornborger Patrick J. Coles AI4CE 26 43 0 21 Apr 2022
Analytic theory for the dynamics of wide quantum neural networks Junyu Liu K. Najafi Kunal Sharma F. Tacchino Liang Jiang Antonio Mezzacapo 27 52 0 30 Mar 2022
Quantum Capsule Networks Zidu Liu Pei-Xin Shen Weikang Li L. Duan D. Deng GNN 46 18 0 05 Jan 2022
Mitigating Noise-Induced Gradient Vanishing in Variational Quantum Algorithm Training Anbang Wu Gushu Li Yufei Ding Yuan Xie 20 4 0 25 Nov 2021
Generalization in quantum machine learning from few training data Matthias C. Caro Hsin-Yuan Huang M. Cerezo Kunal Sharma A. Sornborger L. Cincio Patrick J. Coles 10 355 0 09 Nov 2021
Subtleties in the trainability of quantum machine learning models Supanut Thanasilp Samson Wang Nhat A. Nghiem Patrick J. Coles M. Cerezo 38 61 0 27 Oct 2021
Hybrid Quantum Classical Graph Neural Networks for Particle Track Reconstruction Cenk Tüysüz C. Rieger Kristiane Novotny B. Demirköz D. Dobos K. Potamianos S. Vallecorsa J. Vlimant Richard Forster 115 52 0 26 Sep 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
Quantum algorithms for group convolution, cross-correlation, and equivariant transformations Grecia Castelazo Quynh T. Nguyen Giacomo De Palma Dirk Englund S. Lloyd B. Kiani 40 11 0 23 Sep 2021
Entangled Datasets for Quantum Machine Learning Louis Schatzki A. Arrasmith Patrick J. Coles M. Cerezo 24 58 0 08 Sep 2021
Optimizing Quantum Variational Circuits with Deep Reinforcement Learning Owen Lockwood 22 9 0 07 Sep 2021
Recent advances for quantum classifiers Weikang Li D. Deng AAML 39 84 0 30 Aug 2021
Adaptive shot allocation for fast convergence in variational quantum algorithms Andi Gu Angus Lowe Pavel A. Dub Patrick J. Coles A. Arrasmith 17 22 0 23 Aug 2021
RGB Image Classification with Quantum Convolutional Ansaetze Yu Jing Xiaogang Li Yang Yang Chonghang Wu Wenbing Fu Wei Hu Xiaogang Li Huan Xu 17 24 0 23 Jul 2021
A Leap among Quantum Computing and Quantum Neural Networks: A Survey F. V. Massoli Lucia Vadicamo Giuseppe Amato Fabrizio Falchi 25 32 0 06 Jul 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
Equivalence of quantum barren plateaus to cost concentration and narrow gorges A. Arrasmith Zoë Holmes M. Cerezo Patrick J. Coles 30 140 0 12 Apr 2021
Quantum Self-Supervised Learning Ben Jaderberg L. W. Anderson Weidi Xie Samuel Albanie M. Kiffner D. Jaksch SSL 21 39 0 26 Mar 2021
A semi-agnostic ansatz with variable structure for quantum machine learning M. Bilkis M. Cerezo Guillaume Verdon Patrick J. Coles L. Cincio 35 19 0 11 Mar 2021
Generalization in Quantum Machine Learning: a Quantum Information Perspective L. Banchi Jason Pereira S. Pirandola 29 22 0 17 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 87 0 03 Feb 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 106 390 0 21 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 143 423 0 06 Jan 2021
Quantum Convolutional Neural Networks for High Energy Physics Data Analysis Samuel Yen-Chi Chen T. Wei Chao Zhang Haiwang Yu Shinjae Yoo 28 102 0 22 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 2,453 0 16 Dec 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
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
Noise-Induced Barren Plateaus in Variational Quantum Algorithms Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 140 655 0 28 Jul 2020
Trainability of Dissipative Perceptron-Based Quantum Neural Networks Kunal Sharma M. Cerezo L. Cincio Patrick J. Coles GNN 21 149 0 26 May 2020