Quantum Machine Learning

3,957 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 637-648 of 3,957

Machine learning-aided direct estimation of coherence and entanglement for unknown states

Ting Lin, Zhihua Chen, Kai Wu, Zhihua Guo, Zhihao Ma, Shao-Ming Fei

2026 arXiv arXiv preprint

Machine Learning-based Quantum Error Mitigation for Variational Algorithms

Nikita Korolev, Kirill Lakhmanskiy, Daniil Rabinovich

2026 arXiv arXiv preprint

Machine learning-driven molecular engineering of nucleic acids.

Shi Q, Lv H, Wang F, Fan C, Li M

2026 PubMed Chemical Society reviews

Machine learning–guided thermal stability and degradation kinetics of ultra-fine polyamide-derived carbon quantum dots

Christian Ebere Enyoh, Qingyue Wang

2026 Crossref Journal of Environmental Chemical Engineering

Machine Learning/Molecular Mechanics Enzymology for the Next Generation of Computational Enzymatic Catalysis.

Wang X, Wang J, Li WL

2026 PubMed Chem catalysis

Machine-learned, finite temperature Fermi-operator expansions suitable for GPUs and AI-hardware

Stanislaw Kowalski, Christian F. A. Negre, Anders M. N. Niklasson, Kipton Barros, Joshua Finkelstein

2026 arXiv arXiv preprint

Machine-Learning Optimization and Characterization of a High-Optical-Depth Two-Color Nanofiber Trap

W. Crump, M. Sadeghi, M. D. Hoogerland

2026 arXiv arXiv preprint

Machine-learning-assisted material and geometry characterization from Casimir force measurement

Hideo Iizuka, Shanhui Fan

2026 arXiv arXiv preprint

Magnitude Is All You Need? Rethinking Phase in Quantum Encoding of Complex SAR Data

Sakthi Prabhu Gunasekar, Prasanna Kumar R

2026 arXiv arXiv preprint

Margin-Based Generalisation Bounds for Quantum Kernel Methods under Local Depolarising Noise

Saarisha Govender, Ilya Sinayskiy

2026 arXiv arXiv preprint

Mathematical modeling and feature extraction architecture of a quantum-inspired attention network for UAV image classification

Hanaa Abu-Zinadah, Sayed Abdel-Khalek

2026 Crossref Alexandria Engineering Journal

Maximizing the non-demolition nature of a quantum measurement via an adaptive readout protocol

Anonymous

2026 Crossref PRX Quantum