Efficient Learning for Deep Quantum Neural Networks

Nature Communications (Nat Commun), 2019

27 February 2019

Papers citing "Efficient Learning for Deep Quantum Neural Networks"

50 / 162 papers shown

Title
A Hybrid Quantum-Classical Neural Network Architecture for Binary Classification Davis Arthur Prasanna Date 174 39 0 05 Jan 2022
Quantum Capsule NetworksQuantum Science and Technology (QST), 2022 Zidu Liu Pei-Xin Shen Weikang Li L. Duan D. Deng GNN 313 21 0 05 Jan 2022
Variational Quantum Soft Actor-Critic Qingfeng Lan 146 28 0 20 Dec 2021
Experimental quantum advantage with quantum coupon collector Min-Gang Zhou Xiao-Yu Cao Yu-Shuo Lu Yang Wang Yu Bao Zhao Jia Yao Fu Hua‐Lei Yin Zeng-Bing Chen 201 33 0 15 Dec 2021
A Case For Noisy Shallow Gate-Based Circuits In Quantum Machine Learning Patrick Selig Niall Murphy Ashwin Sundareswaran R D. Redmond Simon Caton 49 3 0 13 Dec 2021
Subtleties in the trainability of quantum machine learning modelsQuantum Machine Intelligence (QMI), 2021 Supanut Thanasilp Samson Wang Nhat A. Nghiem Patrick J. Coles M. Cerezo 175 76 0 27 Oct 2021
Image Compression and Classification Using Qubits and Quantum Deep Learning Ali Mohsen Mo Tiwari 106 15 0 08 Oct 2021
lambeq: An Efficient High-Level Python Library for Quantum NLP Dimitri Kartsaklis Ian Fan Richie Yeung A. Pearson Robin Lorenz Alexis Toumi G. Felice K. Meichanetzidis S. Clark B. Coecke 200 90 0 08 Oct 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 185 221 0 23 Sep 2021
On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification A. Sebastianelli Daniela A. Zaidenberg D. Spiller Bertrand Le Saux Silvia Liberata Ullo 166 115 0 20 Sep 2021
Quantum Machine Learning for Finance Marco Pistoia Syed Farhan Ahmad Akshay Ajagekar A. Buts Shouvanik Chakrabarti ... Pierre Minssen Pradeep Niroula Arthur G. Rattew Yue Sun Romina Yalovetzky AIFin 157 22 0 09 Sep 2021
Entangled Datasets for Quantum Machine Learning Louis Schatzki A. Arrasmith Patrick J. Coles M. Cerezo 240 66 0 08 Sep 2021
Can Error Mitigation Improve Trainability of Noisy Variational Quantum Algorithms? Samson Wang Piotr Czarnik A. Arrasmith M. Cerezo L. Cincio Patrick J. Coles 261 85 0 02 Sep 2021
Recent advances for quantum classifiersScience China Physics Mechanics and Astronomy (SCPMA), 2021 Weikang Li D. Deng AAML 213 99 0 30 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
Quantum Artificial Intelligence for the Science of Climate Change Manmeet Singh C. Dhara Adarsh Kumar S. Gill Steve Uhlig AI4CE 190 17 0 28 Jul 2021
Quantum Measurement Classification with QuditsQuantum Information Processing (QIP), 2021 Diego H. Useche Andres Giraldo-Carvajal Hernan M. Zuluaga-Bucheli J. Jaramillo-Villegas Fabio A. González 122 11 0 20 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
Quantum Annealing Formulation for Binary Neural Networks Michele Sasdelli Tat-Jun Chin MQ 138 17 0 05 Jul 2021
Non-parametric Semi-Supervised Learning in Many-body Hilbert Space with Rescaled Logarithmic Fidelity Wei-Ming Li Shi-Ju Ran 213 2 0 01 Jul 2021
Quantum Data Compression and Quantum Cross Entropy Shangnan Zhou 87 5 0 25 Jun 2021
Accelerating variational quantum algorithms with multiple quantum processors Yuxuan Du Yan Qian Dacheng Tao 135 8 0 24 Jun 2021
QuantumFed: A Federated Learning Framework for Collaborative Quantum Training Qi Xia Qun Li FedML 190 33 0 16 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 131 40 0 09 Jun 2021
Quantum Federated Learning with Quantum DataIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Mahdi Chehimi Walid Saad FedML 230 101 0 30 May 2021
IGO-QNN: Quantum Neural Network Architecture for Inductive Grover Oracularization Areeq I. Hasan GNN 181 1 0 25 May 2021
A Quantum Hopfield Associative Memory Implemented on an Actual Quantum ProcessorScientific Reports (Sci Rep), 2021 N. Miller Saibal Mukhopadhyay 158 12 0 25 May 2021
Equivalence of quantum barren plateaus to cost concentration and narrow gorgesQuantum Science and Technology (QST), 2021 A. Arrasmith Zoë Holmes M. Cerezo Patrick J. Coles 151 169 0 12 Apr 2021
Noise-Resilient Quantum Machine Learning for Stability Assessment of Power SystemsIEEE Transactions on Power Systems (IEEE Trans. Power Syst.), 2021 Yifan Zhou Peng Zhang 76 48 0 10 Apr 2021
quantum Case-Based Reasoning (qCBR)Artificial Intelligence Review (AIR), 2021 Parfait Atchade Adelomou Daniel Casado Fauli Elisabet Golobardes Ribé X. Vilasís-Cardona 119 12 0 01 Apr 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
Quantum Machine Learning with HQC Architectures using non-Classically Simulable Feature Maps Syed Farhan Ahmad Raghav Rawat Minal Moharir 174 10 0 21 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 221 132 0 25 Feb 2021
Quantum Cross Entropy and Maximum Likelihood Principle Shangnan Zhou Yixu Wang 146 11 0 23 Feb 2021
Quantum machine learning with adaptive linear opticsQuantum (Quantum), 2021 Ulysse Chabaud D. Markham A. Sohbi 199 26 0 08 Feb 2021
Effects of quantum resources on the statistical complexity of quantum circuitsQuantum Science and Technology (QST), 2021 Kaifeng Bu D. E. Koh Lu Li Qingxian Luo Yaobo Zhang 89 17 0 05 Feb 2021
On the statistical complexity of quantum circuits Kaifeng Bu D. E. Koh Lu Li Qingxian Luo Yaobo Zhang 202 50 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 268 53 0 08 Jan 2021
Deep Reinforcement Learning with Quantum-inspired Experience ReplayIEEE Transactions on Cybernetics (IEEE Trans. Cybern.), 2021 Qing Wei Hailan Ma Chunlin Chen D. Dong 149 87 0 06 Jan 2021
Quantum Optical Convolutional Neural Network: A Novel Image Recognition Framework for Quantum ComputingIEEE Access (IEEE Access), 2020 Rishab Parthasarathy Rohan T. Bhowmik 92 38 0 19 Dec 2020
Variational Quantum AlgorithmsNature Reviews Physics (Nat. Rev. Phys.), 2020 M. Cerezo A. Arrasmith Ryan Babbush S. Benjamin Suguru Endo ... Jarrod R. McClean K. Mitarai Xiao Yuan L. Cincio Patrick J. Coles 387 3,128 0 16 Dec 2020
A hybrid quantum-classical neural network with deep residual learningNeural Networks (NN), 2020 Yanying Liang Wei Peng Zhu-Jun Zheng Olli Silvén Guoying Zhao 243 55 0 14 Dec 2020
Quantum Circuit Design Search Mohammad Pirhooshyaran T. Terlaky 226 41 0 07 Dec 2020
Grammar-aware sentence classification on quantum computers K. Meichanetzidis Alexis Toumi Giovanni de Felice B. Coecke GNN 279 34 0 07 Dec 2020
Effect of barren plateaus on gradient-free optimizationQuantum (Quantum), 2020 A. Arrasmith M. Cerezo Piotr Czarnik L. Cincio Patrick J. Coles 334 247 0 24 Nov 2020
Non-trivial symmetries in quantum landscapes and their resilience to quantum noiseQuantum (Quantum), 2020 Enrico Fontana M. Cerezo A. Arrasmith I. Rungger Patrick J. Coles 233 27 0 17 Nov 2020
Chaos and Complexity from Quantum Neural Network: A study with Diffusion Metric in Machine LearningJournal of High Energy Physics (JHEP), 2020 S. Choudhury Ankan Dutta Debisree Ray 185 22 0 16 Nov 2020
Absence of Barren Plateaus in Quantum Convolutional Neural Networks Arthur Pesah M. Cerezo Samson Wang T. Volkoff A. Sornborger Patrick J. Coles 259 328 0 05 Nov 2020
Quantum Superposition Inspired Spiking Neural NetworkiScience (iScience), 2020 Yinqian Sun Yi Zeng Tielin Zhang 126 26 0 23 Oct 2020
Quantum Deformed Neural Networks Roberto Bondesan Max Welling AI4CE 221 5 0 21 Oct 2020