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 1045-1056 of 4,297

Prostate cancer classification using quantum machine‑learning on multiparametric MRI

Peng Chen, Mojtaba Safari, Rowan Barker-Clarke, Xiaofeng Yang, Jacob G. Scott

2026 Crossref Medical Imaging 2026: Imaging Informatics

Prototype-Based Classifiers and Vector Quantization on a Quantum Computer-Implementing Integer Arithmetic Oracles for Nearest Prototype Search.

Engelsberger A, Pšeničkova M, Villmann T.

2026 Europe PMC Entropy (Basel)

Provable and scalable quantum Gaussian processes for quantum learning

Jonas Jäger, Paolo Braccia, Pablo Bermejo, Manuel G. Algaba, Diego García-Martín, M. Cerezo

2026 arXiv arXiv preprint

Provable learning separation for predicting time-evolution of quantum many-body systems

Rahul Bandyopadhyay, Riccardo Molteni, Jens Eisert, Vedran Dunjko, Sofiene Jerbi

2026 arXiv arXiv preprint

Provable quantum speedups for computing persistence in topological data analysis

Anonymous

2026 Crossref PRX Quantum

PsiAudit: An open-source toolkit for auditing symmetry-organised complexity in equivariant quantum neural networks.

Ugail H, Howard N

2026 PubMed PloS one

PUBO Formulation for MST and Application to Optimum-Path Forest

Guilherme E. L. Pexe, Lucas A. M. Rattighieri, Leandro A. Passos, Danilo S. Jodas, Douglas Rodrigues, Felipe F. Fanchini, João P. Papa, Kelton A. P. Costa

2026 arXiv arXiv preprint

pygridsynth: A fast numerical tool for ancilla-free Clifford+T synthesis

Shuntaro Yamamoto, Nobuyuki Yoshioka

2026 arXiv arXiv preprint

Q-A3C <sup>2</sup> : Quantum Reinforcement Learning with Time-Series Dynamic Clustering for Adaptive ETF Stock Selection

Yen-Ku Liu, Yun-Cheng Tsai, Samuel Yen-Chi Chen

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

Q-Bridge: Code Translation for Quantum Machine Learning via LLMs

Runjia Zeng, Priyabrata Senapati, Ruixiang Tang, Dongfang Liu, Qiang Guan

2026 arXiv arXiv preprint

Q-DIVER: Integrated Quantum Transfer Learning and Differentiable Quantum Architecture Search with EEG Data

Junghoon Justin Park, Yeonghyeon Park, Jiook Cha

2026 arXiv arXiv preprint

Q-PhotoNAS: Hybrid Quantum Neural Architecture Search Framework on Photonic Devices

Farah Elnakhal, Alberto Marchisio, Nouhaila Innan, Gabriel Falcao, Muhammad Shafique

2026 arXiv arXiv preprint