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 1837-1848 of 4,009

Transpiling quantum circuits by a transformers-based algorithm

Michele Banfi, Paolo Zentilini, Sebastiano Corli, Enrico Prati

2025 arXiv arXiv preprint

True Random Number Generators on IQM Spark

Andrzej Gnatowski, Jarosław Rudy, Teodor Niżyński, Krzysztof Święcicki

2025 arXiv arXiv preprint

Trustworthy Quantum Machine Learning: A Roadmap for Reliability, Robustness, and Security in the NISQ Era

Ferhat Ozgur Catak, Jungwon Seo, Umit Cali

2025 arXiv arXiv preprint

Twirlator: A Pipeline for Analyzing Subgroup Symmetry Effects in Quantum Machine Learning Ansatzes

Valter Uotila, Väinö Mehtola, Ilmo Salmenperä, Bo Zhao

2025 arXiv arXiv preprint

Universal Quantum Random Access Memory: A Data-Independent Unitary with a Commuting-Projector Hamiltonian

Leonardo Bohac

2025 arXiv arXiv preprint

Universal Quantum Simulation of 50 Qubits on Europe`s First Exascale Supercomputer Harnessing Its Heterogeneous CPU-GPU Architecture

Hans De Raedt, Jiri Kraus, Andreas Herten, Vrinda Mehta, Mathis Bode, Markus Hrywniak, Kristel Michielsen, Thomas Lippert

2025 arXiv arXiv preprint

Universal super-resolution framework for imaging of quantum dots

Dominik Vašinka, Jaewon Lee, Charlie Stalker, Victor Mitryakhin, Ivan Solovev, Sven Stephan, Sven Höfling, Falk Eilenberger, Seth Ariel Tongay, Christian Schneider, Miroslav Ježek, Ana Predojević

2025 arXiv arXiv preprint

Unlocking the Power of Boltzmann Machines by Parallelizable Sampler and Efficient Temperature Estimation

Kentaro Kubo, Hayato Goto

2025 arXiv arXiv preprint

Unsupervised Machine Learning for Experimental Detection of Quantum-Many-Body Phase Transitions

Ron Ziv, David Wei, Antonio Rubio-Abadal, Daniel Adler, Anna Keselman, Eran Lustig, Ronen Talmon, Johannes Zeiher, Immanuel Bloch, Mordechai Segev

2025 arXiv arXiv preprint

Unsupervised Topological Phase Discovery in Periodically Driven Systems via Floquet-Bloch State

Chen-Yang Wang, Jing-Ping Xu, Ce Wang, Ya-Ping Yang

2025 arXiv arXiv preprint

Variational Quantum Brushes

Jui-Ting Lu, Henrique Ennes, Chih-Kang Huang, Ali Abbassi

2025 arXiv arXiv preprint

Variational quantum computing for quantum simulation: principles, implementations, and challenges

Lucas Q. Galvão, Anna Beatriz M. de Souza, Marcelo A. Moret, Clebson Cruz

2025 arXiv arXiv preprint