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Parameterized quantum circuits as machine learning models

Quantum Science and Technology (QST), 2019

18 June 2019

Papers citing "Parameterized quantum circuits as machine learning models"

50 / 281 papers shown

Title
Exponentially Many Local Minima in Quantum Neural Networks Xuchen You Xiaodi Wu 236 61 0 06 Oct 2021
Hybrid Quantum Classical Graph Neural Networks for Particle Track ReconstructionQuantum Machine Intelligence (QMI), 2021 Cenk Tüysüz C. Rieger Kristiane Novotny B. Demirköz D. Dobos K. Potamianos S. Vallecorsa J. Vlimant Richard Forster 251 63 0 26 Sep 2021
Theory of overparametrization in quantum neural networksNature Computational Science (Nat. Comput. Sci.), 2021 Martín Larocca Nathan Ju Diego García-Martín Patrick J. Coles M. Cerezo 181 221 0 23 Sep 2021
Exploration of Quantum Neural Architecture by Mixing Quantum Neuron Designs Zhepeng Wang Zhiding Liang Shangli Zhou Caiwen Ding Yiyu Shi Weiwen Jiang 175 35 0 08 Sep 2021
Optimizing Quantum Variational Circuits with Deep Reinforcement Learning Owen Lockwood 125 13 0 07 Sep 2021
Variational Quantum Reinforcement Learning via Evolutionary Optimization Samuel Yen-Chi Chen Chih-Min Huang Chia-Wei Hsing H. Goan Y. Kao 223 100 0 01 Sep 2021
Representation of binary classification trees with binary features by quantum circuitsQuantum (Quantum), 2021 R. Heese P. Bickert A. Niederle 132 21 0 30 Aug 2021
Photonic Quantum Policy Learning in OpenAI GymInternational Conference on Quantum Computing and Engineering (QCE), 2021 D. Nagy Zsolt I. Tabi Péter Hága Zsófia Kallus Z. Zimborás 196 9 0 29 Aug 2021
A comparative study of universal quantum computing models: towards a physical unification Dong-Sheng Wang 98 20 0 17 Aug 2021
Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-SeriesAdvanced Quantum Technologies (AQT), 2021 Annie E. Paine V. Elfving Oleksandr Kyriienko 198 28 0 06 Aug 2021
Quantum Topological Data Analysis with Linear Depth and Exponential Speedup Shashanka Ubaru I. Akhalwaya M. Squillante K. Clarkson L. Horesh 182 34 0 05 Aug 2021
Hybrid Classical-Quantum Deep Learning Models for Autonomous Vehicle Traffic Image Classification Under Adversarial Attack Reek Majumder S. Khan Fahim Ahmed Zadid Khan Frank Ngeni G. Comert Judith Mwakalonge Dimitra Michalaka M. Chowdhury AAML 48 17 0 02 Aug 2021
QuantumNAS: Noise-Adaptive Search for Robust Quantum CircuitsInternational Symposium on High-Performance Computer Architecture (HPCA), 2021 Hanrui Wang Yongshan Ding Jiaqi Gu Zirui Li Chengyue Wu David Z. Pan Frederic T. Chong Song Han 369 236 0 22 Jul 2021
Fock State-enhanced Expressivity of Quantum Machine Learning Models Beng Yee Gan Daniel Leykam D. Angelakis 179 33 0 12 Jul 2021
A Leap among Quantum Computing and Quantum Neural Networks: A Survey F. V. Massoli Lucia Vadicamo Giuseppe Amato Fabrizio Falchi 158 41 0 06 Jul 2021
How to make qubits speak B. Coecke G. Felice K. Meichanetzidis Alexis Toumi 169 7 0 02 Jul 2021
Non-parametric Semi-Supervised Learning in Many-body Hilbert Space with Rescaled Logarithmic Fidelity Wei-Ming Li Shi-Ju Ran 205 2 0 01 Jul 2021
Accelerating variational quantum algorithms with multiple quantum processors Yuxuan Du Yan Qian Dacheng Tao 135 8 0 24 Jun 2021
Variational Quanvolutional Neural Networks with enhanced image encoding Denny Mattern Darya Martyniuk Henri Willems F. Bergmann Adrian Paschke 150 33 0 14 Jun 2021
The dilemma of quantum neural networksIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Yan Qian Xinbiao Wang Yuxuan Du Xingyao Wu Dacheng Tao 123 40 0 09 Jun 2021
Encoding-dependent generalization bounds for parametrized quantum circuitsQuantum (Quantum), 2021 Matthias C. Caro Elies Gil-Fuster Johannes Jakob Meyer Jens Eisert R. Sweke UQCV 215 117 0 07 Jun 2021
Single-component gradient rules for variational quantum algorithmsQuantum Science and Technology (QST), 2021 T. Hubregtsen Frederik Wilde Shozab Qasim Jens Eisert 84 18 0 02 Jun 2021
Quantum Federated Learning with Quantum DataIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Mahdi Chehimi Walid Saad FedML 226 101 0 30 May 2021
Automatic design of quantum feature mapsQuantum Science and Technology (QST), 2021 Sergio Altares-López Ángela Ribeiro J. J. García-Ripoll 120 63 0 26 May 2021
Quantum Embedding Search for Quantum Machine LearningIEEE Access (IEEE Access), 2021 N. Nguyen Kwang-Cheng Chen 136 36 0 25 May 2021
Structural risk minimization for quantum linear classifiersQuantum (Quantum), 2021 Casper Gyurik Dyon van Vreumingen Vedran Dunjko 162 40 0 12 May 2021
Quantum Architecture Search via Deep Reinforcement Learning En-Jui Kuo Yao-Lung L. Fang Samuel Yen-Chi Chen AI4CE 170 116 0 15 Apr 2021
Towards understanding the power of quantum kernels in the NISQ eraQuantum (Quantum), 2021 Xinbiao Wang Yuxuan Du Yong Luo Dacheng Tao 302 85 0 31 Mar 2021
Reinforcement learning for optimization of variational quantum circuit architecturesNeural Information Processing Systems (NeurIPS), 2021 M. Ostaszewski Lea M. Trenkwalder Wojciech Masarczyk Eleanor Scerri Vedran Dunjko 170 165 0 30 Mar 2021
Quantum Self-Supervised LearningQuantum Science and Technology (QST), 2021 Ben Jaderberg L. W. Anderson Weidi Xie Samuel Albanie M. Kiffner D. Jaksch SSL 253 42 0 26 Mar 2021
Federated Quantum Machine LearningEntropy (Entropy), 2021 Samuel Yen-Chi Chen Shinjae Yoo FedML AI4CE 177 154 0 22 Mar 2021
Diagrammatic Differentiation for Quantum Machine Learning Alexis Toumi Richie Yeung G. Felice 281 21 0 14 Mar 2021
Variational inference with a quantum computerPhysical Review Applied (Phys. Rev. Appl.), 2021 Marcello Benedetti Brian Coyle Mattia Fiorentini M. Lubasch Matthias Rosenkranz BDL 305 44 0 11 Mar 2021
Quantum machine learning with differential privacyScientific Reports (Sci Rep), 2021 William Watkins Samuel Yen-Chi Chen Shinjae Yoo 177 66 0 10 Mar 2021
Parametrized quantum policies for reinforcement learningNeural Information Processing Systems (NeurIPS), 2021 Sofiene Jerbi Casper Gyurik Simon Marshall Hans J. Briegel Vedran Dunjko 171 144 0 09 Mar 2021
QNLP in Practice: Running Compositional Models of Meaning on a Quantum ComputerJournal of Artificial Intelligence Research (JAIR), 2021 Robin Lorenz A. Pearson K. Meichanetzidis Dimitri Kartsaklis B. Coecke 221 131 0 25 Feb 2021
Generalization in Quantum Machine Learning: a Quantum Information PerspectivePRX Quantum (PRX Quantum), 2021 L. Banchi Jason Pereira S. Pirandola 175 24 0 17 Feb 2021
Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculusQuantum (Quantum), 2021 Chen Zhao Xiao-Shan Gao 191 90 0 03 Feb 2021
Practical distributed quantum information processing with LOCCNetnpj Quantum Information (npjQI), 2021 Xuanqiang Zhao Benchi Zhao Zihe Wang Zhixin Song Xin Wang 163 38 0 28 Jan 2021
Supervised quantum machine learning models are kernel methods Maria Schuld 365 444 0 26 Jan 2021
Noisy intermediate-scale quantum (NISQ) algorithmsReviews of Modern Physics (RMP), 2021 Kishor Bharti Alba Cervera-Lierta T. Kyaw Tobias Haug Sumner Alperin-Lea ... Tim Menke Wai-Keong Mok Sukin Sim L. Kwek Alán Aspuru-Guzik 321 441 0 21 Jan 2021
Hybrid Quantum-Classical Graph Convolutional Network Samuel Yen-Chi Chen T. Wei Chao Zhang Haiwang Yu Shinjae Yoo GNN 160 42 0 15 Jan 2021
Learning quantum data with the quantum Earth Mover's distanceQuantum Science and Technology (QST), 2021 B. Kiani Giacomo De Palma M. Marvian Zi-Wen Liu S. Lloyd 264 53 0 08 Jan 2021
Quantum Convolutional Neural Networks for High Energy Physics Data AnalysisPhysical Review Research (PRResearch), 2020 Samuel Yen-Chi Chen T. Wei Chao Zhang Haiwang Yu Shinjae Yoo 218 139 0 22 Dec 2020
Variational Quantum Cloning: Improving Practicality for Quantum Cryptanalysis Brian Coyle Mina Doosti E. Kashefi N. Kumar 133 4 0 21 Dec 2020
Quantum reinforcement learning in continuous action spaceQuantum (Quantum), 2020 Shaojun Wu Shan Jin Dingding Wen Donghong Han Xiaoting Wang LRM 397 56 0 19 Dec 2020
VSQL: Variational Shadow Quantum Learning for ClassificationAAAI Conference on Artificial Intelligence (AAAI), 2020 Guangxi Li Zhixin Song Xin Wang 119 49 0 15 Dec 2020
Grammar-aware sentence classification on quantum computers K. Meichanetzidis Alexis Toumi Giovanni de Felice B. Coecke GNN 267 34 0 07 Dec 2020
Foundations for Near-Term Quantum Natural Language Processing B. Coecke G. Felice K. Meichanetzidis Alexis Toumi 259 97 0 07 Dec 2020
Hybrid quantum-classical classifier based on tensor network and variational quantum circuit Samuel Yen-Chi Chen Chih-Min Huang Chia-Wei Hsing Y. Kao 231 54 0 30 Nov 2020