Quantum Machine Learning

4,265 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.

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All sources 4265 arXiv preprints 2814 Crossref 705 OpenAlex 30 Europe PMC 290 PubMed 338 DOAJ 88

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Benchmarking deep and hybrid quantum classical models for Gallo Roman ceramic sherd classification

CHAIDRON C, Imrani HT.

2026 Europe PMC Europe PMC

Benchmarking Encoding Families in Quantum Neural Networks Under Fixed Circuit Area for Frequency Spectrum and Trainability

Martyna Czuba, Patrick Holzer, Hein Zay Yar Oo

2026 arXiv arXiv preprint

Benchmarking fault-tolerant quantum computing hardware via QLOPS

Linghang Kong, Fang Zhang, Jianxin Chen

2026 Crossref ACM Transactions on Quantum Computing

Benchmarking loss functions for trainable quantum feature maps

Nguyen Dinh Quyen, Vu Tuan Hai, Quoc Chuong Nguyen, Le Bin Ho, Lan Nguyen Tran

2026 arXiv arXiv preprint

Benchmarking Quantum and Classical Machine Learning Models on Oncological Data

Sydney Leither, Thomas Lubinski, Michael Kubal, Sonika Johri

2026 arXiv arXiv preprint

Benchmarking Quantum Annealing for a Greenhouse-Inspired Control QUBO

Hamzeh Alavirad, Maryam Bahrami Zanjani

2026 arXiv arXiv preprint

Benchmarking Quantum Feature Encoding Strategies for Binary Classification with QSVM

Murat Kurt

2026 arXiv arXiv preprint

Benchmarking Quantum Kernel Support Vector Machines Against Classical Baselines on Tabular Data: A Rigorous Empirical Study with Hardware Validation

Siavash Kakavand, Christoph Strohmeyer, Michael Schlotter

2026 arXiv arXiv preprint

Benchmarking quantum kernels and modern vision models for compound facial expression recognition.

Florestiyanto MY, Surjono HD, Jati H.

2026 Europe PMC Sci Rep

Benchmarking Quantum Machine Learning for Power-System Attack Detection: Evaluation Choices Decide the Outcome Before the Models Do

Md Rezwanul Islam

2026 arXiv arXiv preprint

Benchmarking the Lights Out Problem on Real Quantum Hardware

Maksims Dimitrijevs, Maria Palchiha, Abuzer Yakaryilmaz

2026 arXiv arXiv preprint

Benchmarking the ORCA PT-2 Boson Sampler using Minimum Dominating Set Problems

Jessica Park, Susan Stepney, Irene D'Amico

2026 arXiv arXiv preprint

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