Barren plateaus in quantum neural network training landscapes

29 March 2018

Jarrod R. McClean

Sergio Boixo

V. Smelyanskiy

Ryan Babbush

Hartmut Neven

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Papers citing "Barren plateaus in quantum neural network training landscapes"

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Hybrid quantum neural network for drug response prediction Asel Sagingalieva Mohammad Kordzanganeh Nurbolat Kenbayev Daria Kosichkina Tatiana Tomashuk A. Melnikov 76 75 0 10 Nov 2022
Quantum Deep Dreaming: A Novel Approach for Quantum Circuit Design Romi Lifshitz 68 3 0 05 Nov 2022
eXplainable AI for Quantum Machine Learning Patrick Steinmüller Tobias Schulz Ferdinand Graf Daniel Herr 63 14 0 02 Nov 2022
A Quantum Kernel Learning Approach to Acoustic Modeling for Spoken Command Recognition Chao-Han Huck Yang Yue Liu Yu Zhang Nanxin Chen Tara N. Sainath Sabato Marco Siniscalchi Chin-Hui Lee 62 6 0 02 Nov 2022
Faster variational quantum algorithms with quantum kernel-based surrogate models Alistair W. R. Smith A. Paige Myungshik S. Kim 85 4 0 02 Nov 2022
Hierarchical quantum circuit representations for neural architecture search Matt Lourens I. Sinayskiy D. Park Carsten Blank Francesco Petruccione 86 12 0 26 Oct 2022
Learning to predict arbitrary quantum processes Hsin-Yuan Huang Sitan Chen J. Preskill 107 65 0 26 Oct 2022
Protocols for classically training quantum generative models on probability distributions S. Kasture Oleksandr Kyriienko V. Elfving 21 9 0 24 Oct 2022
Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks Louis Schatzki Martín Larocca Quynh T. Nguyen F. Sauvage M. Cerezo 109 92 0 18 Oct 2022
3D Scalable Quantum Convolutional Neural Networks for Point Cloud Data Processing in Classification Applications Hankyul Baek Won Joon Yun Joongheon Kim 3DPC 85 4 0 18 Oct 2022
Theory for Equivariant Quantum Neural Networks Quynh T. Nguyen Louis Schatzki Paolo Braccia Michael Ragone Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo 114 94 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 99 75 0 14 Oct 2022
QuAnt: Quantum Annealing with Learnt Couplings Marcel Seelbach Benkner Maximilian Krahn Edith Tretschk Zorah Lähner Michael Moeller Vladislav Golyanik 64 5 0 13 Oct 2022
Stochastic noise can be helpful for variational quantum algorithms Junyu Liu Frederik Wilde A. A. Mele Liang Jiang Jens Eisert Jens Eisert 101 34 0 13 Oct 2022
A kernel-based quantum random forest for improved classification Maiyuren Srikumar C. Hill Lloyd C. L. Hollenberg 75 13 0 05 Oct 2022
Quark: A Gradient-Free Quantum Learning Framework for Classification Tasks Zhihao Zhang Zhuoming Chen Heyang Huang Zhihao Jia 83 2 0 02 Oct 2022
quEEGNet: Quantum AI for Biosignal Processing T. Koike-Akino Ye Wang 65 5 0 29 Sep 2022
On Physics-Informed Neural Networks for Quantum Computers Stefano Markidis PINN 90 19 0 28 Sep 2022
Shuffle-QUDIO: accelerate distributed VQE with trainability enhancement and measurement reduction Yan Qian Yuxuan Du Dacheng Tao 64 3 0 26 Sep 2022
Scalable Quantum Convolutional Neural Networks Hankyul Baek Won Joon Yun Joongheon Kim 75 6 0 26 Sep 2022
Error Mitigation-Aided Optimization of Parameterized Quantum Circuits: Convergence Analysis Sharu Theresa Jose Osvaldo Simeone 48 8 0 23 Sep 2022
Generative Modeling via Tree Tensor Network States Xun Tang Y. Hur Y. Khoo Lexing Ying 38 8 0 03 Sep 2022
Non-IID Quantum Federated Learning with One-shot Communication Complexity Haimeng Zhao FedML 49 20 0 02 Sep 2022
Classical-to-quantum convolutional neural network transfer learning Juhyeon Kim Joonsuk Huh D. Park 97 39 0 31 Aug 2022
Symmetric Pruning in Quantum Neural Networks Xinbiao Wang Junyu Liu Tongliang Liu Yong Luo Yuxuan Du Dacheng Tao 75 25 0 30 Aug 2022
AutoQML: Automatic Generation and Training of Robust Quantum-Inspired Classifiers by Using Genetic Algorithms on Grayscale Images Sergio Altares-López J. J. García-Ripoll Ángela Ribeiro 69 17 0 28 Aug 2022
Exponential concentration in quantum kernel methods Supanut Thanasilp Samson Wang M. Cerezo Zoë Holmes 89 90 0 23 Aug 2022
QSAN: A Near-term Achievable Quantum Self-Attention Network Jinjing Shi Ren-Xin Zhao Wenxuan Wang Shenmin Zhang Xuelong Li 107 21 0 14 Jul 2022
Many-body localized hidden generative models Weishun Zhong Xun Gao S. Yelin K. Najafi DRL AI4CE 54 3 0 05 Jul 2022
Quantum Advantage Seeker with Kernels (QuASK): a software framework to speed up the research in quantum machine learning Francesco Di Marcantonio Massimiliano Incudini Davide Tezza Michele Grossi 133 15 0 30 Jun 2022
Variational Quantum Approximate Support Vector Machine with Inference Transfer Siheon Park D. Park J. Rhee 51 27 0 29 Jun 2022
Laziness, Barren Plateau, and Noise in Machine Learning Junyu Liu Zexi Lin Liang Jiang 65 21 0 19 Jun 2022
An Empirical Study of Quantum Dynamics as a Ground State Problem with Neural Quantum States Vladimir Vargas-Calderón Herbert Vinck-Posada Fabio A. González 78 0 0 18 Jun 2022
Concentration of Data Encoding in Parameterized Quantum Circuits Guangxi Li Ruilin Ye Xuanqiang Zhao Xin Wang 72 25 0 16 Jun 2022
Bayesian Learning of Parameterised Quantum Circuits Samuel Duffield Marcello Benedetti Matthias Rosenkranz 60 11 0 15 Jun 2022
Bandwidth Enables Generalization in Quantum Kernel Models Abdulkadir Canatar E. Peters Cengiz Pehlevan Stefan M. Wild Ruslan Shaydulin 69 45 0 14 Jun 2022
Theoretical Error Performance Analysis for Variational Quantum Circuit Based Functional Regression Jun Qi Chao-Han Huck Yang Pin-Yu Chen Min-hsiu Hsieh 103 54 0 08 Jun 2022
Recent Advances for Quantum Neural Networks in Generative Learning Jinkai Tian Xiaoyun Sun Yuxuan Du Shanshan Zhao Qing Liu ... Xingyao Wu Min-hsiu Hsieh Tongliang Liu Wen-Bin Yang Dacheng Tao AI4CE 90 85 0 07 Jun 2022
On Quantum Circuits for Discrete Graphical Models Nico Piatkowski Christa Zoufal 23 4 0 01 Jun 2022
Introducing Non-Linear Activations into Quantum Generative Models Kaitlin Gili Mykolas Sveistrys C. Ballance 84 11 0 28 May 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 59 42 0 26 May 2022
QSpeech: Low-Qubit Quantum Speech Application Toolkit Zhenhou Hong Jianzong Wang Xiaoyang Qu Chendong Zhao Wei Tao Jing Xiao 111 5 0 26 May 2022
A Convergence Theory for Over-parameterized Variational Quantum Eigensolvers Xuchen You Shouvanik Chakrabarti Xiaodi Wu 88 34 0 25 May 2022
Estimating the randomness of quantum circuit ensembles up to 50 qubits Minzhao Liu Junyu Liu Yuri Alexeev Liang Jiang 78 9 0 19 May 2022
AutoQML: Automated Quantum Machine Learning for Wi-Fi Integrated Sensing and Communications T. Koike-Akino Peng Wang Ye Wang 74 9 0 17 May 2022
Quantum Transfer Learning for Wi-Fi Sensing T. Koike-Akino Peng Wang Ye Wang 74 17 0 17 May 2022
Conditional Born machine for Monte Carlo event generation Oriel Kiss Michele Grossi E. Kajomovitz S. Vallecorsa 79 14 0 16 May 2022
Exploiting symmetry in variational quantum machine learning Johannes Jakob Meyer Marian Mularski Elies Gil-Fuster A. A. Mele F. Arzani Alissa Wilms Jens Eisert AAML 57 141 0 12 May 2022
Equivariant quantum circuits for learning on weighted graphs Andrea Skolik Michele Cattelan S. Yarkoni Thomas Bäck Vedran Dunjko 108 68 0 12 May 2022