Efficient Learning for Deep Quantum Neural Networks

27 February 2019

Papers citing "Efficient Learning for Deep Quantum Neural Networks"

50 / 149 papers shown

Title
Addressing the Current Challenges of Quantum Machine Learning through Multi-Chip Ensembles Junghoon Justin Park Jiook Cha Samuel Yen-Chi Chen Huan-Hsin Tseng Shinjae Yoo 31 0 0 13 May 2025
QFDNN: A Resource-Efficient Variational Quantum Feature Deep Neural Networks for Fraud Detection and Loan Prediction Subham Das Ashtakala Meghanath Bikash K. Behera Shahid Mumtaz Saif Al-Kuwari Ahmed Farouk 21 0 0 28 Apr 2025
Trainable Quantum Neural Network for Multiclass Image Classification with the Power of Pre-trained Tree Tensor Networks Keisuke Murota Takumi Kobori 27 0 0 21 Apr 2025
A Numerical Gradient Inversion Attack in Variational Quantum Neural-Networks Georgios Papadopoulos Shaltiel Eloul Yash Satsangi Jamie Heredge Niraj Kumar Chun-Fu Chen Marco Pistoia 55 0 0 17 Apr 2025
A Quantum of Learning: Using Quaternion Algebra to Model Learning on Quantum Devices S. Talebi C. C. Took Danilo P. Mandic 22 0 0 17 Apr 2025
QCPINN: Quantum-Classical Physics-Informed Neural Networks for Solving PDEs Afrah Farea Saiful Khan Mustafa Serdar Celebi PINN 64 0 0 20 Mar 2025
Thermodynamic Bound on Energy and Negentropy Costs of Inference in Deep Neural Networks Alexei V. Tkachenko AI4CE PINN 52 0 0 13 Mar 2025
Transforming Traditional Neural Networks into Neuromorphic Quantum-Cognitive Models: A Tutorial with Applications Milan Maksimovic Ivan S. Maksymov 45 0 0 10 Mar 2025
QFAL: Quantum Federated Adversarial Learning Walid El Maouaki Nouhaila Innan Alberto Marchisio Taoufik Said Mohamed Bennai Muhammad Shafique FedML 58 4 0 28 Feb 2025
Quantum automated learning with provable and explainable trainability Qi Ye Shuangyue Geng Zizhao Han Weikang Li L. Duan D. Deng 38 0 0 07 Feb 2025
Stability and Generalization of Quantum Neural Networks Jiaqi Yang Wei Xie Xiaohua Xu 40 1 0 22 Jan 2025
Comparative Analysis of Quantum and Classical Support Vector Classifiers for Software Bug Prediction: An Exploratory Study M. Nadim Mohammad Hassan Ashis Kumar Mandal C. Roy B. Roy Kevin A. Schneider 36 0 0 08 Jan 2025
AI-Powered Algorithm-Centric Quantum Processor Topology Design Tian Li Xiao-Yue Xu Chen Ding Tian-Ci Tian Wei-You Liao Shuo Zhang He-Liang Huang 65 0 0 18 Dec 2024
Leveraging Pre-Trained Neural Networks to Enhance Machine Learning with Variational Quantum Circuits Jun Qi Chao-Han Huck Yang Samuel Yen-Chi Chen Pin-Yu Chen Hector Zenil Jesper Tegner 31 0 0 13 Nov 2024
Lorentz-Equivariant Quantum Graph Neural Network for High-Energy Physics Md Abrar Jahin Md. Akmol Masud Md Wahiduzzaman Suva M. F. Mridha Nilanjan Dey 51 1 0 03 Nov 2024
Quantum Deep Equilibrium Models Philipp Schleich Marta Skreta L. B. Kristensen Rodrigo A. Vargas-Hernández Alán Aspuru-Guzik 30 19 0 31 Oct 2024
Backdoor Attacks against Hybrid Classical-Quantum Neural Networks Ji Guo Wenbo Jiang Rui Zhang Wenshu Fan Jiachen Li Guoming Lu AAML 43 1 0 23 Jul 2024
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification Md Abrar Jahin M. F. Mridha Zeyar Aung Nilanjan Dey R. Sherratt 31 1 0 09 Jul 2024
NAC-QFL: Noise Aware Clustered Quantum Federated Learning Himanshu Sahu Hari Prabhat Gupta 19 2 0 20 Jun 2024
Quantum Computing in Intelligent Transportation Systems: A Survey Yifan Zhuang Talha Azfar Yinhai Wang Wei Sun Xiaokun Wang Qianwen Guo Ruimin Ke 37 6 0 02 Jun 2024
Equilibrium Propagation: the Quantum and the Thermal Cases Serge Massar B. Mognetti 21 4 0 14 May 2024
QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection Nouhaila Innan Alberto Marchisio Muhammad Shafique Mohamed Bennai 28 11 0 03 Apr 2024
FedQNN: Federated Learning using Quantum Neural Networks Nouhaila Innan Muhammad Al-Zafar Khan Alberto Marchisio Muhammad Shafique Mohamed Bennai FedML 34 12 0 16 Mar 2024
Hybrid Quantum-inspired Resnet and Densenet for Pattern Recognition with Completeness Analysis Andi Chen Hua‐Lei Yin Zeng-Bing Chen Shengjun Wu 37 0 0 09 Mar 2024
A Quantum-Classical Collaborative Training Architecture Based on Quantum State Fidelity Ryan LÁbbate Anthony DÓnofrio S. Stein Samuel Yen-Chi Chen Ang Li Pin-Yu Chen Juntao Chen Y. Mao 28 9 0 23 Feb 2024
Spectral invariance and maximality properties of the frequency spectrum of quantum neural networks Patrick Holzer Ivica Turkalj 38 1 0 22 Feb 2024
Coherent Feed Forward Quantum Neural Network Utkarsh Singh A. Z. Goldberg K. Heshami 22 0 0 01 Feb 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
QuantumSEA: In-Time Sparse Exploration for Noise Adaptive Quantum Circuits Tianlong Chen Zhenyu (Allen) Zhang Hanrui Wang Jiaqi Gu Zi-Chen Li David Z. Pan Frederic T. Chong Song Han Zhangyang Wang 29 0 0 10 Jan 2024
VIOLET: Visual Analytics for Explainable Quantum Neural Networks Shaolun Ruan Zhiding Liang Qian-Guo Guan Paul Griffin Xiaolin Wen Yanna Lin Yong Wang 44 1 0 23 Dec 2023
Quantum-Inspired Neural Network Model of Optical Illusions I. Maksymov 33 9 0 06 Dec 2023
Maximising Quantum-Computing Expressive Power through Randomised Circuits Yingli Yang Zongkang Zhang Anbang Wang Xiaosi Xu Xiaoting Wang Ying Li 28 3 0 04 Dec 2023
Bridging Classical and Quantum Machine Learning: Knowledge Transfer From Classical to Quantum Neural Networks Using Knowledge Distillation Mohammad Junayed Hasan M.R.C. Mahdy 29 1 0 23 Nov 2023
Hacking Cryptographic Protocols with Advanced Variational Quantum Attacks Borja Aizpurua Pablo Bermejo Josu Etxezarreta Martinez Roman Orus 37 5 0 06 Nov 2023
Quantum Neural Networks for Power Flow Analysis Zeynab Kaseb Matthias Möller G. Balducci Peter Palensky Pedro P. Vergara 23 8 0 04 Nov 2023
Projected Stochastic Gradient Descent with Quantum Annealed Binary Gradients Maximilian Krahn Michele Sasdelli Fengyi Yang Vladislav Golyanik Arno Solin Tat-Jun Chin Tolga Birdal MQ 87 2 0 23 Oct 2023
Quantum Shadow Gradient Descent for Quantum Learning Mohsen Heidari M. Naved Wenbo Xie Arjun Jacob Grama Wojtek Szpankowski 17 1 0 10 Oct 2023
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 17 3 0 06 Oct 2023
Tensor Ring Optimized Quantum-Enhanced Tensor Neural Networks Debanjan Konar Dheeraj Peddireddy Vaneet Aggarwal B. K. Panigrahi 23 0 0 02 Oct 2023
SLIQ: Quantum Image Similarity Networks on Noisy Quantum Computers Daniel Silver Tirthak Patel Aditya Ranjan Harshitta Gandhi William Cutler Devesh Tiwari 32 4 0 26 Sep 2023
Differentiable Quantum Architecture Search for Quantum Reinforcement Learning Yize Sun Yunpu Ma Volker Tresp 33 10 0 19 Sep 2023
MORE: Measurement and Correlation Based Variational Quantum Circuit for Multi-classification Jindi Wu Tianjie Hu Qun Li 11 3 0 21 Jul 2023
Fast Quantum Algorithm for Attention Computation Yeqi Gao Zhao Song Xin Yang Ruizhe Zhang LRM 31 20 0 16 Jul 2023
Quantum Machine Learning on Near-Term Quantum Devices: Current State of Supervised and Unsupervised Techniques for Real-World Applications Yaswitha Gujju A. Matsuo Raymond H. Putra 20 23 0 03 Jul 2023
Towards quantum enhanced adversarial robustness in machine learning Maxwell T. West S. Tsang J. S. Low C. Hill C. Leckie Lloyd C. L. Hollenberg S. Erfani Muhammad Usman AAML OOD 16 53 0 22 Jun 2023
Reduction of finite sampling noise in quantum neural networks D. Kreplin Marco Roth 28 16 0 02 Jun 2023
A survey on the complexity of learning quantum states Anurag Anshu Srinivasan Arunachalam 34 66 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 31 0 0 18 May 2023
CQural: A Novel CNN based Hybrid Architecture for Quantum Continual Machine Learning Sanyam Jain CLL 24 1 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 24 39 0 15 May 2023