Quantum Machine Learning

4,297 papers

Quantum Machine Learning Research Context

This category covers quantum machine learning research, including quantum kernels, variational classifiers, hybrid learning systems, generative models, and QML benchmarks.

Showing 49-60 of 4,297

A neural network potential energy surface of the Na2K system and quantum dynamics studies for the Na + NaK → Na2 + K reaction

Youhui Wu, Xinghao Qu, Xiaoxi Xu, Bayaer Buren

2026 Crossref Chemical Physics Letters

A Noisy Optimization mechanism for variational quantum classifiers

Rodica Ioana Lung, Florin Sebastian Duma

2026 Crossref Knowledge-Based Systems

A Non-Commutative Voronovskaya Theorem for Quantum Neural Network Operators

Rômulo Damasclin Chaves dos Santos, Delvonei Alves de Andrade

2026 arXiv arXiv preprint

A novel blockchain-federated learning framework with quantum neural networks and wavelet transforms for secure IoT healthcare monitoring

Ganta Raghotham Reddy, Satheesh Kumar B, Venkatagurunatham Naidu Kollu, Hashim Elshafie, Shamimul Qamar

2026 Crossref Biomedical Signal Processing and Control

A novel deep learning approach for accurate and efficient design of LNOI power splitters

Huriye Gencal, Abdullah Aksoy, Enes Yigit, Umut Aydemir, Mustafa Demirtas

2026 Crossref Optical and Quantum Electronics

A Novel Hierarchy of Quantum Kernel Networks on Smoothed Particle Hydrodynamics

Yudong Li, Wenkui Shi, Chunfa Wang, Zhihao Qian, Zhiqiang Feng, Moubin Liu

2026 arXiv arXiv preprint

A Novel Quantum Augmented Framework to Improve Microgrid Cybersecurity

Nitin Jha, Prateek Paudel, Abhishek Parakh, Mahadevan Subramaniam

2026 arXiv arXiv preprint

A novel quantum convolutional neural network framework for quantum-enhanced classification of pixelated colour images.

Daka C, Bhattacharyya S

2026 PubMed Scientific reports

A novel qVGG-4 model for optimizing a parameterized quantum circuit in a quantum-IoT-based brain tumor detection and monitoring system.

Ahad MT, Song B, Li Y

2026 PubMed Computer methods and programs in biomedicine

A PAC-Bayesian approach to generalization for quantum models

Pablo Rodriguez-Grasa, Matthias C. Caro, Jens Eisert, Elies Gil-Fuster, Franz J. Schreiber, Carlos Bravo-Prieto

2026 arXiv arXiv preprint

A Perfectly Distributable Quantum-Classical Algorithm for Estimating Triangular Balance in a Signed Edge Stream

Steven Kordonowy, Bibhas Adhikari, Hannes Leipold

2026 arXiv arXiv preprint

A physics-based framework for remote sensing inversion of fluorescent dissolved organic matter: incorporating fluorescence as an inelastic source term.

Zhang R, Deng R, Ying J

2026 PubMed Water research