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 385-396 of 4,297

DiffQ: Unified Parameter Initialization for Variational Quantum Algorithms Via Diffusion Models

Chi Zhang, Mengxin Zheng, Qian Lou, Fan Chen

2026 Crossref ICASSP 2026 - 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Digital multidimensional fingerprinting and monolinear method quantitation for quality consistency of traditional chinese medicine injection.

Zhou K, Ren Y, Zhang J, Sun G

2026 PubMed Journal of pharmaceutical and biomedical analysis

Digital Quantum Reservoir Computing for ATM Time Series Prediction

Chiara Vercellino, Giacomo Vitali, Valeria Zaffaroni, Francesca Cibrario, Emanuele Dri, Paolo Viviani, Olivier Terzo, Davide Corbelletto

2026 arXiv arXiv preprint

Digital twins for compact hybrid quantum classical learning in FMCW radar detection

Sebastian Ratto Valderrama, Ahmed N. Sayed, Arien Sligar, Jose R. Rosas-Bustos, Omar M. Ramahi, George Shaker

2026 arXiv arXiv preprint

Digital twins for compact hybrid quantum-classical learning in FMCW radar detection

Sebastian Ratto V., Ahmed N. Sayed, Arien Sligar, Jose R. Rosas-Bustos, Omar M. Ramahi, George Shaker

2026 Crossref Photonics for Quantum 2026

Direct Variational Calculation of Two-Electron Reduced Density Matrices via Semidefinite Machine Learning

Luis H. Delgado-Granados, David A. Mazziotti

2026 arXiv arXiv preprint

Discovering Data Encoding Strategies for Quantum-Classical Neural Networks Using Monte Carlo Tree Search

Lena Tokuhiro, Amine Bentellis, Jeanette Miriam Lorenz

2026 arXiv arXiv preprint

Discovering potential of a novel ascorbate-zinc-nicotinate triple chelate complex for fermented milk fortification application.

Blinov A, Pirogov M, Momot E, Rekhman Z, Samovolov A, Golik A, Askerova A, Serov AM, Tatov A, Golik D, Kastarnova E, Govindarajan RK, Prathiviraj R, Osadchii A, Nagdalian A

2026 PubMed Food chemistry

Discovering quantum phenomena with Interpretable Machine Learning

Paulin de Schoulepnikoff, Hendrik Poulsen Nautrup, Hans J. Briegel, Gorka Muñoz-Gil

2026 arXiv arXiv preprint

Discovery of a potent TDP1 inhibitor through machine learning-driven predictive modeling combined with structure-based virtual screening and experimental validation.

Zeng H, Zhang M, Qiu B, Zhang S, Liu J, Luo X, Wu L, Xie H, Zhai M, Yang J, Yang H, Nie H, Wang N

2026 PubMed RSC advances

Disentangling Nitrate Formation and Sources over East Asia and North America via Computational Quantum Chemistry-Guided Isotope Tracing Method.

Dong J, Yan Y, Peng L, Qiu X, Li J, Yue K, Niu Y, Duan X, Yang S, Dong Y, Lyu X, Wu J, Li Z

2026 PubMed Environmental science & technology

Dissipative Realization of a Quantum Distance-Based Classifier Using Open Quantum Walks.

Maciel PL, Pleasance G, Petruccione F, Bernardes NK.

2026 Europe PMC Entropy (Basel)