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
Bringing Quantum Algorithms to Automated Machine Learning: A Systematic Review of AutoML Frameworks Regarding Extensibility for QML Algorithms D. Klau Marc-André Zöller C. Tutschku 166 3 0 06 Oct 2023
Tensor Ring Optimized Quantum-Enhanced Tensor Neural Networks Debanjan Konar Dheeraj Peddireddy Vaneet Aggarwal B. K. Panigrahi 187 1 0 02 Oct 2023
SLIQ: Quantum Image Similarity Networks on Noisy Quantum ComputersAAAI Conference on Artificial Intelligence (AAAI), 2023 Daniel Silver Tirthak Patel Aditya Ranjan Harshitta Gandhi William Cutler Devesh Tiwari 185 10 0 26 Sep 2023
Differentiable Quantum Architecture Search for Quantum Reinforcement LearningInternational Conference on Quantum Computing and Engineering (QCE), 2023 Yize Sun Yunpu Ma Volker Tresp 204 22 0 19 Sep 2023
MORE: Measurement and Correlation Based Variational Quantum Circuit for Multi-classificationInternational Conference on Quantum Computing and Engineering (QCE), 2023 Jindi Wu Tianjie Hu Qun Li 125 6 0 21 Jul 2023
Fast Quantum Algorithm for Attention Computation Yeqi Gao Zhao Song Xin Yang Ruizhe Zhang LRM 257 25 0 16 Jul 2023
Quantum Machine Learning on Near-Term Quantum Devices: Current State of Supervised and Unsupervised Techniques for Real-World ApplicationsPhysical Review Applied (Phys. Rev. Appl.), 2023 Yaswitha Gujju A. Matsuo Raymond H. Putra 378 47 0 03 Jul 2023
Towards quantum enhanced adversarial robustness in machine learningNature Machine Intelligence (Nat. Mach. Intell.), 2023 Maxwell T. West S. Tsang J. S. Low C. Hill C. Leckie Lloyd C. L. Hollenberg S. Erfani Muhammad Usman AAML OOD 152 68 0 22 Jun 2023
Reduction of finite sampling noise in quantum neural networksQuantum (Quantum), 2023 D. Kreplin Marco Roth 251 17 0 02 Jun 2023
A survey on the complexity of learning quantum statesNature Reviews Physics (Nat. Rev. Phys.), 2023 Anurag Anshu Srinivasan Arunachalam 196 98 0 31 May 2023
Classical-to-Quantum Transfer Learning Facilitates Machine Learning with Variational Quantum Circuit Jun Qi Chao-Han Huck Yang Pin-Yu Chen Min-hsiu Hsieh Hector Zenil Jesper Tegner 282 0 0 18 May 2023
CQural: A Novel CNN based Hybrid Architecture for Quantum Continual Machine LearningSocial Science Research Network (SSRN), 2023 Sanyam Jain CLL 190 2 0 16 May 2023
Quantum Neural Network for Quantum Neural Computing Min-Gang Zhou Zhi-Ping Liu Hua‐Lei Yin Chen-Long Li Tong Xu Zeng-Bing Chen 118 50 0 15 May 2023
Deep learning models for price forecasting of financial time series: A review of recent advancements: 2020-2022 Chen Zhang N. N. Sjarif Roslina Ibrahim AI4TS 167 88 0 21 Apr 2023
Deep-Q Learning with Hybrid Quantum Neural Network on Solving Maze ProblemsQuantum Machine Intelligence (QMI), 2023 Haotian Chen Yen-Jui Chang Shih-Wei Liao Ching-Ray Chang 143 15 0 20 Apr 2023
Variational Denoising for Variational Quantum EigensolverPhysical Review Research (Phys. Rev. Res.), 2023 Quoc-Hoan Tran Shinji Kikuchi H. Oshima 179 8 0 02 Apr 2023
Training Multilayer Perceptrons by Sampling with Quantum Annealers Frances Fengyi Yang Michele Sasdelli Tat-Jun Chin 88 2 0 22 Mar 2023
Challenges and Opportunities in Quantum Machine LearningNature Computational Science (Nat. Comput. Sci.), 2022 M. Cerezo Guillaume Verdon Hsin-Yuan Huang L. Cincio Patrick J. Coles VLM 199 580 0 16 Mar 2023
VENUS: A Geometrical Representation for Quantum State Visualization Shaolun Ruan Ribo Yuan Yong Wang Yanna Lin Y. Mao Weiwen Jiang Zhepeng Wang Wei Xu Qian-Guo Guan 224 14 0 15 Mar 2023
Error mitigation of entangled states using brainbox quantum autoencodersScientific Reports (Sci Rep), 2023 Joséphine Pazem M. Ansari 153 4 0 02 Mar 2023
On the Behaviour of Pulsed Qubits and their Application to Feed Forward Networks Matheus Hammes A. Robles-Kelly 66 1 0 21 Feb 2023
Effects of noise on the overparametrization of quantum neural networksPhysical Review Research (Phys. Rev. Res.), 2023 Diego García-Martín Martín Larocca M. Cerezo 210 22 0 10 Feb 2023
Delegated variational quantum algorithms based on quantum homomorphic encryption Qin Li Junyu Quan Jinjing Shi Shenmin Zhang Xuelong Li 126 3 0 25 Jan 2023
Learning Quantum Processes with Memory -- Quantum Recurrent Neural Networks Dmytro Bondarenko Robert Salzmann Viktoria-S. Schmiesing 165 4 0 19 Jan 2023
Benchmarking Adversarially Robust Quantum Machine Learning at ScalePhysical Review Research (Phys. Rev. Res.), 2022 Maxwell T. West S. Erfani C. Leckie M. Sevior Lloyd C. L. Hollenberg Muhammad Usman AAML OOD 152 51 0 23 Nov 2022
An Invitation to Distributed Quantum Neural NetworksQuantum Machine Intelligence (QMI), 2022 Lirande Pira C. Ferrie 142 25 0 14 Nov 2022
Differentiable Quantum Programming with Unbounded LoopsACM Transactions on Software Engineering and Methodology (TOSEM), 2022 Wang Fang Mingsheng Ying Xiaodi Wu 65 1 0 08 Nov 2022
Certified Robustness of Quantum Classifiers against Adversarial Examples through Quantum NoiseIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Jhih-Cing Huang Yu-Lin Tsai Chao-Han Huck Yang Cheng-Fang Su Chia-Mu Yu Pin-Yu Chen Sy-Yen Kuo AAML 233 23 0 02 Nov 2022
QNet: A Quantum-native Sequence Encoder ArchitectureInternational Conference on Quantum Computing and Engineering (ICQCE), 2022 Wei-Yen Day Hao-Sheng Chen Min Sun 231 1 0 31 Oct 2022
Deep Neural Networks as the Semi-classical Limit of Topological Quantum Neural Networks: The problem of generalisation A. Marcianò De-Wei Chen Filippo Fabrocini C. Fields M. Lulli Emanuele Zappala GNN 102 5 0 25 Oct 2022
Identification of quantum entanglement with Siamese convolutional neural networks and semi-supervised learningPhysical Review Applied (Phys. Rev. Appl.), 2022 J. Pawłowski Mateusz Krawczyk 239 4 0 13 Oct 2022
QuAnt: Quantum Annealing with Learnt CouplingsInternational Conference on Learning Representations (ICLR), 2022 Marcel Seelbach Benkner Maximilian Krahn Edith Tretschk Zorah Lähner Michael Moeller Vladislav Golyanik 182 6 0 13 Oct 2022
An efficient combination strategy for hybird quantum ensemble classifierInternational Journal of Quantum Information (IJQI), 2022 Xiaoyun Zhang Ming-Ming Wang 160 7 0 13 Oct 2022
Quark: A Gradient-Free Quantum Learning Framework for Classification Tasks Zhihao Zhang Zhuoming Chen Heyang Huang Zhihao Jia 151 3 0 02 Oct 2022
Scalable Quantum Neural Networks for ClassificationInternational Conference on Quantum Computing and Engineering (ICQCE), 2022 Jindi Wu Zeyi Tao Qun Li GNN 123 22 0 04 Aug 2022
Verifying Fairness in Quantum Machine LearningInternational Conference on Computer Aided Verification (CAV), 2022 J. Guan Wang Fang Mingsheng Ying FaML 148 12 0 22 Jul 2022
The Free Energy Principle drives neuromorphic development C. Fields Karl J. Friston J. Glazebrook Michael Levin A. Marcianò 162 19 0 20 Jul 2022
Federated Learning with Quantum Secure Aggregation Yichi Zhang Chao Zhang Cai Zhang Lixin Fan B. Zeng Qiang Yang FedML 230 37 0 09 Jul 2022
Quantum Approximation of Normalized Schatten Norms and Applications to Learning Yiyou Chen Hideyuki Miyahara Louis-S. Bouchard V. Roychowdhury 62 2 0 23 Jun 2022
Recent Advances for Quantum Neural Networks in Generative LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Jinkai Tian Xiaoyun Sun Yuxuan Du Shanshan Zhao Qing Liu ... Xingyao Wu Min-hsiu Hsieh Tongliang Liu Wen-Bin Yang Dacheng Tao AI4CE 239 111 0 07 Jun 2022
Quantum Neural Network Classifiers: A TutorialSciPost Physics Lecture Notes (SPLN), 2022 Weikang Li Zhide Lu D. Deng 137 42 0 06 Jun 2022
Evolution strategies: Application in hybrid quantum-classical neural networksQuantum Information Processing (QIP), 2022 Lucas Friedrich Jonas Maziero 160 10 0 17 May 2022
Analytic theory for the dynamics of wide quantum neural networksPhysical Review Letters (PRL), 2022 Sergii Strelchuk K. Najafi Kunal Sharma F. Tacchino Liang Jiang Antonio Mezzacapo 270 56 0 30 Mar 2022
Toward Physically Realizable Quantum Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2022 Mohsen Heidari A. Grama Wojtek Szpankowski 79 14 0 22 Mar 2022
Quantum Neural Networks -- Computational Field Theory and Dynamics C. Gonccalves AI4CE 48 2 0 19 Mar 2022
projUNN: efficient method for training deep networks with unitary matricesNeural Information Processing Systems (NeurIPS), 2022 B. Kiani Randall Balestriero Yann LeCun S. Lloyd 328 34 0 10 Mar 2022
Quantum neural networks force fields generation Oriel Kiss F. Tacchino S. Vallecorsa I. Tavernelli AI4CE 163 22 0 09 Mar 2022
Optimal quantum dataset for learning a unitary transformationPhysical Review Applied (Phys. Rev. Appl.), 2022 Zhan Yu Xuanqiang Zhao Benchi Zhao Xin Wang 210 11 0 01 Mar 2022
Quantum Lazy TrainingQuantum (Quantum), 2022 E. Abedi Salman Beigi Leila Taghavi 242 10 0 16 Feb 2022
Quantum activation functions for quantum neural networksQuantum Information Processing (QIP), 2022 Marco Maronese C. Destri E. Prati AI4CE 112 36 0 10 Jan 2022