Quantum Machine Learning

237 papers for year 2020

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 1-12 of 237

A Computer Science-Oriented Approach to Introduce Quantum Computing to a New Audience

Özlem Salehi, Zeki Seskir, İlknur Tepe

2020 arXiv arXiv preprint

A divide-and-conquer algorithm for quantum state preparation

Israel F. Araujo, Daniel K. Park, Francesco Petruccione, Adenilton J. da Silva

2020 arXiv arXiv preprint

A heterometallic [LnLn'Ln] lanthanide complex as a qubit with embedded quantum error correction.

Macaluso E, Rubín M, Aguilà D, Chiesa A, Barrios LA, Martínez JI, Alonso PJ, Roubeau O, Luis F, Aromí G, Carretta S.

2020 Europe PMC Chem Sci

A Hybrid Framework Using a QUBO Solver For Permutation-Based Combinatorial Optimization

Siong Thye Goh, Sabrish Gopalakrishnan, Jianyuan Bo, Hoong Chuin Lau

2020 arXiv arXiv preprint

A new state of matter of quantum droplets

Mingyang Guo, Tilman Pfau

2020 Crossref Frontiers of Physics

A non-algorithmic approach to "programming" quantum computers via machine learning

Nathan Thompson, James Steck, Elizabeth Behrman

2020 arXiv arXiv preprint

A P4 Data Plane for the Quantum Internet

Wojciech Kozlowski, Fernando Kuipers, Stephanie Wehner

2020 arXiv arXiv preprint

A Quantum Graph Neural Network Approach to Particle Track Reconstruction

Cenk Tüysüz, Federico Carminati, Bilge Demirköz, Daniel Dobos, Fabio Fracas, Kristiane Novotny, Karolos Potamianos, Sofia Vallecorsa, Jean-Roch Vlimant

2020 arXiv arXiv preprint

A Query-Efficient Quantum Algorithm for Maximum Matching on General Graphs

Shelby Kimmel, R. Teal Witter

2020 arXiv arXiv preprint

A rigorous and robust quantum speed-up in supervised machine learning

Yunchao Liu, Srinivasan Arunachalam, Kristan Temme

2020 arXiv arXiv preprint

A Tutorial Introduction to Quantum Circuit Programming in Dependently Typed Proto-Quipper

Fu P, Kishida K, Ross N, Selinger P.

2020 Europe PMC Reversible Computation12th International Conference, RC 2020, Oslo, Norway, July 9-10, 2020, Proceedings

A Tutorial on Quantum Convolutional Neural Networks (QCNN)

Seunghyeok Oh, Jaeho Choi, Joongheon Kim

2020 arXiv arXiv preprint