Quantum Machine Learning

4,009 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 469-480 of 4,009

Fingerprint Recognition of Partial Discharge Signals in Deep Learning Enhanced Rydberg Atomic Sensors

Yi-Ming Yin, Qi-Feng Wang, Yu Ma, Tian-Yu Han, Jia-Dou Nan, Zheng-Yuan Zhang, Han-Chao Chen, Xin Liu, Shi-Yao Shao, Jun Zhang, Qing Li, Ya-Jun Wang, Dong-Yang Zhu, Qiao-Qiao Fang, Chao Yu, Bang Liu, Li-Hua Zhang, Dong-Sheng Ding, Bao-Sen Shi

2026 arXiv arXiv preprint

Finite-size resource scaling for learning quantum phase transitions with fidelity-based support vector machines

Aaqib Ali, Giovanni Scala, Cosmo Lupo, Antonio Mandarino

2026 arXiv arXiv preprint

First-Principles Optical Descriptors and Hybrid Classical-Quantum Classification of Er-Doped CaF$_2$

David Angel Alba Bonilla, Kerem Yurtseven, Krishan Sharma, Ragunath Chandrasekharan, Muhammad Khizar, Alireza Alipour, Dennis Delali Kwesi Wayo

2026 arXiv arXiv preprint

Fixed-Reservoir vs Variational Quantum Architectures for Chaotic Dynamics: Benchmarking QRC and QPINN on the Lorenz System

Tushar Pandey

2026 arXiv arXiv preprint

Flexible Framework for Surface Hopping: From Hybrid Schemes for Machine Learning to Benchmarkable Nonadiabatic Dynamics.

Martinka J, Martyka M, Medhi B, Pittner J, Dral PO

2026 PubMed Journal of chemical theory and computation

Fog-Quant: A quantum computing inspired framework for fog computing deployment over 6G radio access networks

Shabir Ali, Dhirendra Kumar Shukla, Arvind Dagur, Akhilesh Kumar, Nitin Shukla, Sambit Satpathy

2026 Crossref Sustainable Computing: Informatics and Systems

Forecasting quantum observables: A compressed sensing approach with performance guarantees

Anonymous

2026 Crossref Physical Review Research

Formulating Subgroup Discovery as a Quantum Optimization Problem for Network Security

Samuel Spell, Chi-Ren Shyu

2026 arXiv arXiv preprint

Foundation models for atomistic simulation of chemistry and materials.

Yuan EC, Liu Y, Chen J, Zhong P, Raja S, Kreiman T, Vargas S, Xu W, Head-Gordon M, Yang C, Blau SM, Cheng B, Krishnapriyan A, Head-Gordon T

2026 PubMed Nature reviews. Chemistry

Foundations of Practical Quantum Advantage in Quantum-Informed Machine Learning for Predicting Chaos

Maida Wang, Xiao Xue, Minh Chung, Peter V. Coveney

2026 arXiv arXiv preprint

Fourier Analysis of Parameterized Quantum Circuits and the Barren Plateau Problem

Shun Okumura, Masayuki Ohzeki

2026 Crossref Journal of the Physical Society of Japan

FPGA Based Quantum Circuit Simulator: Processing 30 Qubit Systems

Ali NAN, Tiwari ATA, khan NkN, Mazhar IMI, Islur KIK, Gupta HGH, kumar SkS, Tyagi PTP.

2026 Europe PMC Europe PMC