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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Scalable quantum dynamics compilation via quantum machine learning Yuxuan Zhang R. Wiersema Juan Carrasquilla Lukasz Cincio Yong Baek Kim 62 3 0 24 Sep 2024
Ultra-low latency quantum-inspired machine learning predictors implemented on FPGA Lorenzo Borella Alberto Coppi J. Pazzini Andrea Stanco Marco Trenti Andrea Triossi M. Zanetti 94 2 0 24 Sep 2024
Generalization Error Bound for Quantum Machine Learning in NISQ Era -- A Survey Bikram Khanal Pablo Rivas Arun Sanjel Korn Sooksatra Ernesto Quevedo Alejandro Rodriguez 82 2 0 11 Sep 2024
Optimal training of finitely-sampled quantum reservoir computers for forecasting of chaotic dynamics Osama Ahmed Felix Tennie Luca Magri 39 3 0 02 Sep 2024
Efficient Learning for Linear Properties of Bounded-Gate Quantum Circuits Yuxuan Du Min-hsiu Hsieh Dacheng Tao 73 3 0 22 Aug 2024
Security Concerns in Quantum Machine Learning as a Service Satwik Kundu Swaroop Ghosh 78 1 0 18 Aug 2024
Bee-yond the Plateau: Training QNNs with Swarm Algorithms Rubén Darío Guerrero 44 0 0 16 Aug 2024
From Graphs to Qubits: A Critical Review of Quantum Graph Neural Networks Andrea Ceschini Francesco Mauro Francesca De Falco A. Sebastianelli A. Verdone A. Rosato Bertrand Le Saux Massimo Panella Paolo Gamba Silvia Liberata Ullo GNN AI4CE 87 1 0 12 Aug 2024
Hierarchical Quantum Control Gates for Functional MRI Understanding Xuan-Bac Nguyen Hoang-Quan Nguyen Hugh Churchill Samee U. Khan Khoa Luu 84 3 0 07 Aug 2024
Optimizing Variational Quantum Circuits Using Metaheuristic Strategies in Reinforcement Learning Michael Kölle Daniel Seidl Maximilian Zorn Philipp Altmann Jonas Stein Thomas Gabor 61 1 0 02 Aug 2024
Investigating and Mitigating Barren Plateaus in Variational Quantum Circuits: A Survey Jack Cunningham Jun Zhuang 101 5 0 25 Jul 2024
Quantum Supervised Learning A. Macaluso 82 5 0 24 Jul 2024
Hybrid Classical-Quantum architecture for vectorised image classification of hand-written sketches Y. Cordero S. Biswas F. Vilarino M. Bilkis VLM 80 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 65 3 0 05 Jul 2024
Do Quantum Neural Networks have Simplicity Bias? Jessica Pointing AI4CE 99 3 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 108 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 69 8 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 54 0 0 17 Jun 2024
Trainability issues in quantum policy gradients André Sequeira Luis Paulo Santos Luis Soares Barbosa 65 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 106 12 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 62 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 123 5 0 30 May 2024
Multi-Scale Feature Fusion Quantum Depthwise Convolutional Neural Networks for Text Classification Yixiong Chen Weichuan Fang 81 1 0 22 May 2024
Application of time-series quantum generative model to financial data Shun Okumura Masayuki Ohzeki Masaya Abe 47 0 0 20 May 2024
Stochastic Reservoir Computers Peter J. Ehlers H. Nurdin Daniel Soh 88 3 0 20 May 2024
Quantum Neural Networks for Solving Power System Transient Simulation Problem Mohammadreza Soltaninia Junpeng Zhan 90 1 0 19 May 2024
Architectures and random properties of symplectic quantum circuits Diego García-Martín Paolo Braccia M. Cerezo 66 7 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 58 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 65 4 0 14 May 2024
Equilibrium Propagation: the Quantum and the Thermal Cases Serge Massar B. Mognetti 48 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 51 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 63 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 67 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 31 0 0 05 May 2024
Improving Trainability of Variational Quantum Circuits via Regularization Strategies Jun Zhuang Jack Cunningham Chaowen Guan 73 4 0 02 May 2024
Expanding the Horizon: Enabling Hybrid Quantum Transfer Learning for Long-Tailed Chest X-Ray Classification Skylar Chan Pranav Kulkarni Paul H. Yi Vishwa S. Parekh 102 0 0 30 Apr 2024
Permutation-equivariant quantum convolutional neural networks Sreetama Das Filippo Caruso 71 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 62 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 45 10 0 24 Apr 2024
Layered Uploading for Quantum Convolutional Neural Networks Grégoire Barrué Tony Quertier Orlane Zang 148 0 0 15 Apr 2024
Variational quantum simulation: a case study for understanding warm starts Ricard Puig-i-Valls Marc Drudis Supanut Thanasilp Zoë Holmes 138 22 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 46 1 0 14 Apr 2024
Certifying almost all quantum states with few single-qubit measurements Hsin-Yuan Huang J. Preskill Mehdi Soleimanifar 64 17 0 10 Apr 2024
Traitement quantique des langues : {é}tat de lárt S. Campano T. Nabil Meryl Bothua 73 0 0 09 Apr 2024
Efficient Gradient Estimation of Variational Quantum Circuits with Lie Algebraic Symmetries Mohsen Heidari Masih Mozakka Wojtek Szpankowski 66 2 0 07 Apr 2024
Quantum Natural Language Processing Dominic Widdows Willie Aboumrad Dohun Kim Sayonee Ray Jonathan Mei 78 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 69 2 0 28 Mar 2024
On Optimizing Hyperparameters for Quantum Neural Networks Sabrina Herbst Vincenzo De Maio Ivona Brandić 89 3 0 27 Mar 2024
Image Classification with Rotation-Invariant Variational Quantum Circuits Paul San Sebastian Mikel Canizo Román Orús 79 4 0 22 Mar 2024
Better than classical? The subtle art of benchmarking quantum machine learning models Joseph Bowles Shahnawaz Ahmed Maria Schuld 109 76 0 11 Mar 2024