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 Classical-Quantum architecture for vectorised image classification of hand-written sketches Y. Cordero S. Biswas F. Vilarino M. Bilkis VLM 34 0 0 08 Jul 2024
Exploiting the equivalence between quantum neural networks and perceptrons Chris Mingard Jessica Pointing Charles London Yoonsoo Nam Ard A. Louis 35 2 0 05 Jul 2024
Do Quantum Neural Networks have Simplicity Bias? Jessica Pointing AI4CE 26 2 0 03 Jul 2024
Trade-off between Gradient Measurement Efficiency and Expressivity in Deep Quantum Neural Networks Koki Chinzei Shinichiro Yamano Quoc-Hoan Tran Yasuhiro Endo H. Oshima 60 2 0 26 Jun 2024
Probing many-body Bell correlation depth with superconducting qubits Ke Wang Weikang Li Shibo Xu Mengyao Hu Jiachen Chen ... Patrick Emonts Jordi Tura Chao Song H. Wang Dong-Ling Deng 38 7 0 25 Jun 2024
QC-Forest: a Classical-Quantum Algorithm to Provably Speedup Retraining of Random Forest Romina Yalovetzky Niraj Kumar Changhao Li Marco Pistoia 29 0 0 17 Jun 2024
Trainability issues in quantum policy gradients André Sequeira Luis Paulo Santos Luis Soares Barbosa 46 1 0 13 Jun 2024
On the relation between trainability and dequantization of variational quantum learning models Elies Gil-Fuster Casper Gyurik Adrián Pérez-Salinas Vedran Dunjko 34 10 0 11 Jun 2024
Statistics-Informed Parameterized Quantum Circuit via Maximum Entropy Principle for Data Science and Finance Xi-Ning Zhuang Zhao-Yun Chen Cheng Xue Xiao-Fan Xu Chao Wang Huan-Yu Liu Tai-ping Sun Yun-Jie Wang Yu-Chun Wu Guo-Ping Guo 25 1 0 03 Jun 2024
Training-efficient density quantum machine learning Brian Coyle El Amine Cherrat Nishant Jain Natansh Mathur Snehal Raj Skander Kazdaghli Iordanis Kerenidis 42 5 0 30 May 2024
Multi-Scale Feature Fusion Quantum Depthwise Convolutional Neural Networks for Text Classification Yixiong Chen Weichuan Fang 33 1 0 22 May 2024
Application of time-series quantum generative model to financial data Shun Okumura Masayuki Ohzeki Masaya Abe 23 0 0 20 May 2024
Stochastic Reservoir Computers Peter J. Ehlers H. Nurdin Daniel Soh 37 3 0 20 May 2024
Quantum Neural Networks for Solving Power System Transient Simulation Problem Mohammadreza Soltaninia Junpeng Zhan 27 0 0 19 May 2024
Architectures and random properties of symplectic quantum circuits Diego García-Martín Paolo Braccia M. Cerezo 42 6 0 16 May 2024
Accelerating Decision Diagram-based Multi-node Quantum Simulation with Ring Communication and Automatic SWAP Insertion Yusuke Kimura Shaowen Li Hiroyuki Sato Masahiro Fujita 20 0 0 15 May 2024
Prospects of Privacy Advantage in Quantum Machine Learning Jamie Heredge Niraj Kumar Dylan Herman Shouvanik Chakrabarti Romina Yalovetzky Shree Hari Sureshbabu Changhao Li Marco Pistoia 31 4 0 14 May 2024
Equilibrium Propagation: the Quantum and the Thermal Cases Serge Massar B. Mognetti 16 4 0 14 May 2024
Graph Neural Networks for Parameterized Quantum Circuits Expressibility Estimation Shammi Aktar Andreas Bartschi Diane Oyen S. Eidenbenz Abdel-Hameed A. Badawy 20 2 0 13 May 2024
Hamiltonian-based Quantum Reinforcement Learning for Neural Combinatorial Optimization Georg Kruse Rodrigo Coehlo A. Rosskopf Robert Wille Jeanette Miriam Lorenz 30 1 0 13 May 2024
Hybrid Quantum Graph Neural Network for Molecular Property Prediction Michael Vitz Hamed Mohammadbagherpoor Samarth Sandeep Andrew Vlasic Richard Padbury Anh Pham AI4CE 28 1 0 08 May 2024
Predicting Open-Hole Laminates Failure Using Support Vector Machines With Classical and Quantum Kernels G. Balducci Boyang Chen Matthias Möller Marc Gerritsma R. Breuker AI4CE 21 0 0 05 May 2024
Improving Trainability of Variational Quantum Circuits via Regularization Strategies Jun Zhuang Jack Cunningham Chaowen Guan 35 4 0 02 May 2024
Expanding the Horizon: Enabling Hybrid Quantum Transfer Learning for Long-Tailed Chest X-Ray Classification Skylar Chan Pranav Kulkarni P. Yi Vishwa S. Parekh 26 0 0 30 Apr 2024
Permutation-equivariant quantum convolutional neural networks Sreetama Das Filippo Caruso 43 2 0 28 Apr 2024
Variational Optimization for Quantum Problems using Deep Generative Networks Lingxia Zhang Xiaodie Lin Peidong Wang Kaiyan Yang Xiao Zeng Zhaohui Wei Zizhu Wang 34 1 0 28 Apr 2024
A Comparative Analysis of Adversarial Robustness for Quantum and Classical Machine Learning Models Maximilian Wendlinger Kilian Tscharke Pascal Debus AAML 18 8 0 24 Apr 2024
Variational quantum simulation: a case study for understanding warm starts Ricard Puig-i-Valls Marc Drudis Supanut Thanasilp Zoë Holmes 44 20 0 15 Apr 2024
Layered Uploading for Quantum Convolutional Neural Networks Grégoire Barrué Tony Quertier Orlane Zang 92 0 0 15 Apr 2024
Qandle: Accelerating State Vector Simulation Using Gate-Matrix Caching and Circuit Splitting Gerhard Stenzel Sebastian Zielinski Michael Kölle Philipp Altmann Jonas Nüßlein Thomas Gabor 18 1 0 14 Apr 2024
Certifying almost all quantum states with few single-qubit measurements Hsin-Yuan Huang J. Preskill Mehdi Soleimanifar 34 17 0 10 Apr 2024
Traitement quantique des langues : {é}tat de lárt S. Campano T. Nabil Meryl Bothua 36 0 0 09 Apr 2024
Efficient Gradient Estimation of Variational Quantum Circuits with Lie Algebraic Symmetries Mohsen Heidari Masih Mozakka Wojtek Szpankowski 14 2 0 07 Apr 2024
Quantum Natural Language Processing Dominic Widdows Willie Aboumrad Dohun Kim Sayonee Ray Jonathan Mei 44 6 0 28 Mar 2024
Optimizing Quantum Convolutional Neural Network Architectures for Arbitrary Data Dimension Changwon Lee Israel F. Araujo Dongha Kim Junghan Lee Siheon Park Ju-Young Ryu Daniel K. Park 32 1 0 28 Mar 2024
On Optimizing Hyperparameters for Quantum Neural Networks Sabrina Herbst Vincenzo De Maio Ivona Brandić 38 2 0 27 Mar 2024
Image Classification with Rotation-Invariant Variational Quantum Circuits Paul San Sebastian Mikel Canizo Román Orús 32 4 0 22 Mar 2024
Better than classical? The subtle art of benchmarking quantum machine learning models Joseph Bowles Shahnawaz Ahmed Maria Schuld 39 64 0 11 Mar 2024
Quantum linear algebra is all you need for Transformer architectures Naixu Guo Zhan Yu Matthew Choi Aman Agrawal Kouhei Nakaji Alán Aspuru-Guzik Patrick Rebentrost AI4CE 30 14 0 26 Feb 2024
Spectral invariance and maximality properties of the frequency spectrum of quantum neural networks Patrick Holzer Ivica Turkalj 30 1 0 22 Feb 2024
ResQuNNs:Towards Enabling Deep Learning in Quantum Convolution Neural Networks Muhammad Kashif Muhammad Shafique 38 4 0 14 Feb 2024
Trained quantum neural networks are Gaussian processes Filippo Girardi Giacomo De Palma 21 3 0 13 Feb 2024
Arbitrary Polynomial Separations in Trainable Quantum Machine Learning Eric R. Anschuetz Xun Gao 45 4 0 13 Feb 2024
Quantum Computing-Enhanced Algorithm Unveils Novel Inhibitors for KRAS Mohammad Ghazi Vakili Christoph Gorgulla AkshatKumar Nigam Dmitry Bezrukov Daniel Varoli ... Feng Ren Yudong Cao Igor Štagljar Alán Aspuru-Guzik Alex Zhavoronkov 37 6 0 13 Feb 2024
Quantum neural network with ensemble learning to mitigate barren plateaus and cost function concentration Lucas Friedrich Jonas Maziero 39 4 0 08 Feb 2024
Unleashing the Expressive Power of Pulse-Based Quantum Neural Networks Han-Xiao Tao Jiaqi Hu Re-Bing Wu 18 3 0 05 Feb 2024
Quantum Architecture Search with Unsupervised Representation Learning Yize Sun Zixin Wu Yunpu Ma Volker Tresp 30 7 0 21 Jan 2024
VQC-Based Reinforcement Learning with Data Re-uploading: Performance and Trainability Rodrigo Coelho André Sequeira Luis Paulo Santos 37 9 0 21 Jan 2024
A comprehensive review of Quantum Machine Learning: from NISQ to Fault Tolerance Yunfei Wang Junyu Liu 33 26 0 21 Jan 2024
Learning shallow quantum circuits Hsin-Yuan Huang Yunchao Liu Michael Broughton Isaac Kim Anurag Anshu Zeph Landau Jarrod R. McClean 32 26 0 18 Jan 2024