Quantum-enhanced machine learning

26 October 2016

Papers citing "Quantum-enhanced machine learning"

50 / 103 papers shown

Title
A Primer on Quantum Machine Learning Su Yeon Chang M. Cerezo 116 1 0 20 Nov 2025
Quantum Deep Learning Still Needs a Quantum Leap Hans Gundlach Hrvoje Kukina Jayson Lynch Neil Thompson 68 0 0 03 Nov 2025
Quanvolutional Neural Networks for Pneumonia Detection: An Efficient Quantum-Assisted Feature Extraction Paradigm Gazi Tanbhir Md. Farhan Shahriyar Abdullah Md Raihan Chy 44 0 0 26 Oct 2025
A Taxonomy of Data Risks in AI and Quantum Computing (QAI) - A Systematic Review Grace Billiris Asif Gill Madhushi Bandara 92 0 0 24 Sep 2025
Quantum Variational Activation Functions Empower Kolmogorov-Arnold Networks Jiun-Cheng Jiang Morris Yu-Chao Huang Tianlong Chen Hsi-Sheng Goan 80 1 0 17 Sep 2025
Quantum-Enhanced Forecasting for Deep Reinforcement Learning in Algorithmic Trading Jun-Hao Chen Yu-Chien Huang Yun-Cheng Tsai Samuel Yen-Chi Chen AIFin 121 0 0 11 Sep 2025
From Classical Data to Quantum Advantage -- Quantum Policy Evaluation on Quantum Hardware Daniel Hein Simon Wiedemann Markus Baumann Patrik Felbinger Justin Klein Maximilian Schieder Jonas Stein Daniëlle Schuman Thomas Cope Steffen Udluft OffRL 72 0 0 09 Sep 2025
Quantum spatial best-arm identification via quantum walks T. Yamagami E. Segawa Takatomo Mihana André Röhm Atsushi Uchida R. Horisaki 93 0 0 07 Sep 2025
LogGuardQ: A Cognitive-Enhanced Reinforcement Learning Framework for Cybersecurity Anomaly Detection in Security Logs Umberto Gonçalves de Sousa OffRL 60 0 0 02 Sep 2025
Entanglement Detection with Quantum-inspired Kernels and SVMs Ana Martínez-Sabiote Michalis Skotiniotis Jara J. Bermejo-Vega Daniel Manzano Carlos Cano 56 0 0 25 Aug 2025
Quantum Feature Optimization for Enhanced Clustering of Blockchain Transaction DataInternational Conference on Computer Communications and Networks (ICCCN), 2025 Yun-Cheng Tsai Samuel Yen-Chi Chen 174 1 0 22 May 2025
Distributed Quantum Neural Networks on Distributed Photonic Quantum Computing Kuan-Cheng Chen Chen-Yu Liu Yu Shang Felix Burt Kin K Leung 207 3 0 13 May 2025
Differentiable Quantum Architecture Search in Quantum-Enhanced Neural Network Parameter Generation Samuel Yen-Chi Chen Chen-Yu Liu Kuan-Cheng Chen Wei-Jia Huang Yen-Jui Chang Wei-Hao Huang 177 6 0 13 May 2025
The Work Capacity of Channels with Memory: Maximum Extractable Work in Percept-Action Loops Lukas J. Fiderer Paul C. Barth Isaac D. Smith Hans J. Briegel 142 1 0 08 Apr 2025
A Geometric-Aware Perspective and Beyond: Hybrid Quantum-Classical Machine Learning Methods Azadeh Alavia Hossein Akhoundib Fatemeh Kouchmeshkib Mojtaba Mahmoodianc Sanduni Jayasinghec Yongli Rena Abdolrahman Alavi AI4CE 311 0 0 08 Apr 2025
Quantum Complex-Valued Self-Attention Model Fu Chen Qinglin Zhao Li Feng Longfei Tang Yangbin Lin Haitao Huang MQ 269 2 0 24 Mar 2025
Quantum-Inspired Reinforcement Learning in the Presence of Epistemic Ambivalence Alireza Habibi Saeed Ghoorchian S. Maghsudi 321 1 0 06 Mar 2025
Comparative Analysis of Quantum and Classical Support Vector Classifiers for Software Bug Prediction: An Exploratory StudyQuantum Machine Intelligence (QMI), 2025 M. Nadim Mohammad Hassan Ashis Kumar Mandal C. Roy B. Roy Kevin A. Schneider 187 4 0 08 Jan 2025
Quantum vs. Classical Machine Learning Algorithms for Software Defect Prediction: Challenges and OpportunitiesWorkshop on Quantum Software Engineering (QSE), 2024 M. Nadim Mohammad Hassan Ashis Kumar Mandal C. Roy 181 3 0 10 Dec 2024
UNComp: Can Matrix Entropy Uncover Sparsity? -- A Compressor Design from an Uncertainty-Aware Perspective Jing Xiong Jianghan Shen Fanghua Ye Chaofan Tao Zhongwei Wan ... Chuanyang Zheng Zhijiang Guo Min Yang Lingpeng Kong Ngai Wong 251 3 0 04 Oct 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 156 3 0 09 Jul 2024
Hybrid Classical-Quantum architecture for vectorised image classification of hand-written sketches Y. Cordero S. Biswas F. Vilarino M. Bilkis VLM 156 0 0 08 Jul 2024
Quantum-Classical Separations in Shallow-Circuit-Based Learning with and without Noises Zhihan Zhang Weiyuan Gong Weikang Li Dong-Ling Deng 196 10 0 01 May 2024
Quantum Reinforcement Learning in Non-Abelian Environments: Unveiling Novel Formulations and Quantum Advantage Exploration Shubhayan Ghosal 76 0 0 11 Apr 2024
Adiabatic Quantum Support Vector Machines Prasanna Date Dong Jun Woun Kathleen E. Hamilton Eduardo Antonio Coello Pérez Mayanka Chandra Shekar Francisco Rios Ravi Tandon In-Saeng Suh Travis Humble Georgia D. Tourassi 148 0 0 23 Jan 2024
Toward Automated Quantum Variational Machine Learning Omer Subasi 242 3 0 04 Dec 2023
Expressibility-induced Concentration of Quantum Neural Tangent Kernels Li-Wei Yu Weikang Li Qi Ye Zhide Lu Zizhao Han Dong-Ling Deng 215 15 0 08 Nov 2023
Physics-Informed Neural Networks for an optimal counterdiabatic quantum computation Antonio Ferrer-Sánchez Carlos Flores-Garrigós C. Hernani-Morales José J. Orquín-Marqués N. N. Hegade Alejandro Gomez Cadavid Iraitz Montalban Enrique Solano Yolanda Vives-Gilabert J. D. Martín-Guerrero 170 5 0 08 Sep 2023
Machine-learning based noise characterization and correction on neutral atoms NISQ devicesAdvanced Quantum Technologies (AQT), 2023 Ettore Canonici Stefano Martina R. Mengoni D. Ottaviani Filippo Caruso 64 8 0 27 Jun 2023
Quantum Text Classifier -- A Synchronistic Approach Towards Classical and Quantum Machine Learning P. Santi K. Mishra Sibabrata Mohanty VLM 152 3 0 22 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
Application of quantum-inspired generative models to small molecular datasetsInternational Conference on Quantum Computing and Engineering (QCE), 2023 Charles Moussa H. Wang Mauricio Araya-Polo T. Bäck Vedran Dunjko 121 9 0 21 Apr 2023
Provably Efficient Exploration in Quantum Reinforcement Learning with Logarithmic Worst-Case RegretInternational Conference on Machine Learning (ICML), 2023 Han Zhong Jiachen Hu Yecheng Xue Tongyang Li Liwei Wang 185 11 0 21 Feb 2023
Quantum Machine Learning hyperparameter search S. Consul-Pacareu R. Montano Kevin Rodriguez-Fernandez Alex Corretgé Esteve Vilella-Moreno Daniel Casado Fauli Parfait Atchade-Adelomou 116 6 0 20 Feb 2023
Quantum Computing Provides Exponential Regret Improvement in Episodic Reinforcement Learning Bhargav Ganguly Yulian Wu Haiyan Zhao Vaneet Aggarwal 123 10 0 16 Feb 2023
Detecting Clouds in Multispectral Satellite Images Using Quantum-Kernel Support Vector MachinesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2023 Artur Miroszewski Jakub Mielczarek G. Czelusta Filip Szczepanek B. Grabowski Bertrand Le Saux J. Nalepa 123 24 0 16 Feb 2023
Fourier series weight in quantum machine learning Parfait Atchade-Adelomou Kent Larson 166 0 0 31 Jan 2023
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine LearningQuantum Machine Intelligence (QMI), 2023 R. Heese Thore Gerlach Sascha Mucke Sabine Muller Matthias Jakobs Nico Piatkowski 301 30 0 22 Jan 2023
Learning Quantum Processes with Memory -- Quantum Recurrent Neural Networks Dmytro Bondarenko Robert Salzmann Viktoria-S. Schmiesing 165 4 0 19 Jan 2023
Quantum policy gradient algorithmsTheory of Quantum Computation, Communication, and Cryptography (TQC), 2022 Sofiene Jerbi A. Cornelissen M. Ozols Vedran Dunjko 112 16 0 19 Dec 2022
A Survey on Quantum Reinforcement Learning Nico Meyer Christian Ufrecht Maniraman Periyasamy Daniel D. Scherer Axel Plinge Christopher Mutschler AI4CE LRM 276 81 0 07 Nov 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
Quantum Policy Iteration via Amplitude Estimation and Grover Search -- Towards Quantum Advantage for Reinforcement Learning Simon Wiedemann D. Hein Steffen Udluft C. Mendl 153 32 0 09 Jun 2022
Predict better with less training data using a QNN Barry D. Reese M. Kowalik C. Metzl Christian Bauckhage E. Sultanow 178 2 0 08 Jun 2022
Quantum Multi-Armed Bandits and Stochastic Linear Bandits Enjoy Logarithmic RegretsAAAI Conference on Artificial Intelligence (AAAI), 2022 Zongqi Wan Zhijie Zhang Tongyang Li Jialin Zhang Xiaoming Sun 188 27 0 30 May 2022
Experimental quantum pattern recognition in IBMQ and diamond NVsQuantum Machine Intelligence (QMI), 2022 Sreetama Das Jingfu Zhang Stefano Martina D. Suter Filippo Caruso 57 19 0 01 May 2022
Experimental quantum adversarial learning with programmable superconducting qubitsNature Computational Science (Nat. Comput. Sci.), 2022 W. Ren Weikang Li Shibo Xu Ke Wang Wenjie Jiang ... Zhen Wang Jacob Biamonte Chao Song D. Deng H. Wang AAML 219 105 0 04 Apr 2022
Multiclass classification using quantum convolutional neural networks with hybrid quantum-classical learningFrontiers of Physics (Front. Phys.), 2022 D. Bokhan A. S. Mastiukova A. S. Boev D. N. Trubnikov A. Fedorov 219 58 0 29 Mar 2022
Policy Gradients using Variational Quantum CircuitsQuantum Machine Intelligence (QMI), 2022 André Sequeira L. Santos Luis Soares Barbosa 309 23 0 20 Mar 2022
Quantum Deep Reinforcement Learning for Robot Navigation TasksIEEE Access (IEEE Access), 2022 Hans Hohenfeld D. Heimann Felix Wiebe Frank Kirchner 176 43 0 24 Feb 2022