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 913-924 of 4,297

Noise-aware selection of circuit cutting strategies under hardware noise non-uniformity

Debarthi Pal, Ritajit Majumdar, Padmanabha Venkatagiri Seshadri, Anupama Ray, Yogesh Simmhan

2026 arXiv arXiv preprint

Noise-enhanced quantum kernels on analog quantum computers

Hsiang-Wei Huang, Shen-Liang Yang, Chuan-Chi Huang, Yueh-Nan Chen, Hong-Bin Chen

2026 arXiv arXiv preprint

Noise-Resistant Feature-Aware Attack Detection Using Quantum Machine Learning

Chao Ding, Shi Wang, Jingtao Sun, Yaonan Wang, Daoyi Dong, Weibo Gao

2026 arXiv arXiv preprint

Noisy Qubits, Hard Problems: A SystematicReview and Taxonomy of Quantum OptimizationBeyond Toy Benchmarks

Sridhara SK, Kumar KK.

2026 Europe PMC Europe PMC

Non-Unitary Quantum Machine Learning: Fisher Efficiency Transitions from Distributed Quantum Expressivity

Apoorv Kumar Masta, Srinjoy Ganguly, Shalini Devendrababu, Farina Riaz, Rajib Rana, Björn Schuller

2026 arXiv arXiv preprint

Non-variational supervised quantum kernel methods: a review

John Tanner, Chon-Fai Kam, Jingbo Wang

2026 arXiv arXiv preprint

Nonadiabatic Molecular Dynamics on Real-Time Excited-State Surfaces via Machine Learning Hamiltonians.

Zhang C, Zhong Y, Tao ZG, Li Y, Lan Z, Prezhdo OV, Gong XG, Chu W, Xiang H

2026 PubMed Physical review letters

Novel Acousto-Optic Sensor for Needle Tip Tracking and Internal Ultrasound Imaging from the Tip for Biopsy and Thermal Ablation.

Saccenti L, Li M, Hazen L, Clark M, Gallagher A, Kassin M, Mikhail A, Pritchard WF, Karanian JW, Wood BJ

2026 PubMed Journal of vascular and interventional radiology : JVIR

NQ-SVM: Scalable Quantum Kernel Learning via Nyström-Based Support Vector Machines

Do DT, Thudumu S, Jayaraman PP, Nguyen DT.

2026 Europe PMC Europe PMC

NVRNet: Deep Learning Model for Fast Nitrogen Vacancy Characterization under Room Temperature

Chao Shang, Gregory D. Fuchs

2026 arXiv arXiv preprint

Observable-Guided Generator Selection for Improving Trainability in Quantum Machine Learning with a $ \mathfrak{g} $-Purity Interpretation under Restricted Settings

Hiroshi Ohno

2026 arXiv arXiv preprint

Observation of associative-memory retrieval and spin-glass phases on a photonic quantum simulator

Taira Giordani, Gennaro Zanfardino, Luca Leuzzi, Enrico Bonfissuto, Eugenio Caruccio, Gabriele Gasbarri, Mattia Bossi, Abhiram Rajan, Riccardo Albiero, Francesco Ceccarelli, Nicolò Spagnolo, Raffaele Santagati, Stefano Paesani, Marco Leonetti, Roberto Osellame, Giorgio Parisi, Giancarlo Ruocco, Fabrizio Illuminati, Fabio Sciarrino

2026 arXiv arXiv preprint