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 2137-2148 of 4,297

Variational quantum generative modeling by sampling expectation values of tunable observables.

Shen K, Kurkin A, Pérez-Salinas A, Shishenina E, Dunjko V, Wang H.

2025 Europe PMC npj Quantum Inf

Variational Quantum Integrated Sensing and Communication

Ivana Nikoloska, Osvaldo Simeone

2025 arXiv arXiv preprint

Variational Quantum RNS Comparator: A Cluster-Inspired Quantum Machine Learning Architecture for Residue Number Systems

Ghayour P.

2025 Europe PMC Europe PMC

Vehicle Routing Problems via Quantum Graph Attention Network Deep Reinforcement Learning

Le Tung Giang, Vu Hoang Viet, Nguyen Xuan Tung, Trinh Van Chien, Won-Joo Hwang

2025 arXiv arXiv preprint

Wavefunction Flows: Efficient Quantum Simulation of Continuous Flow Models

David Layden, Ryan Sweke, Vojtěch Havlíček, Anirban Chowdhury, Kirill Neklyudov

2025 arXiv arXiv preprint

Wavelength-Based Quantum Coding in Vision and Hearing: A Comparative Analysis of Neural Processing Architectures

Ravinder Jerath, Varsha Malani

2025 Crossref Journal of Neurological Sciences and Research

What is Stochastic Supervenience?

Youheng Zhang

2025 arXiv arXiv preprint

When Abstraction Breaks Physics: Rethinking Modular Design in Quantum Software

Jianjun Zhao

2025 arXiv arXiv preprint

$i$Trust: Trust-Region Optimisation with Ising Machines

Sayantan Pramanik, Kaumudibikash Goswami, Sourav Chatterjee, M Girish Chandra

2024 arXiv arXiv preprint

A Brief Review of Quantum Machine Learning for Financial Services

Mina Doosti, Petros Wallden, Conor Brian Hamill, Robert Hankache, Oliver Thomson Brown, Chris Heunen

2024 arXiv arXiv preprint

A Case for Quantum Circuit Cutting for NISQ Applications: Impact of topology, determinism, and sparsity

Zirui Li, Minghao Guo, Mayank Barad, Wei Tang, Eddy Z. Zhang, Yipeng Huang

2024 arXiv arXiv preprint

A Comprehensive Review of Quantum Circuit Optimization: Current Trends and Future Directions

Krishnageetha Karuppasamy, Varun Puram, Stevens Johnson, Johnson P Thomas

2024 arXiv arXiv preprint