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20152026
most citedQuantum-enhanced machine learning

462 citations · 1.4k across the 56 of their papers we have counts for

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Showing 2024 · quant-phShow all

12 papers · 2 filters

quant-ph2024

Testing the presence of balanced and bipartite components in a sparse graph is QMA1-hard

Massimiliano Incudini, Casper Gyurik, Riccardo Molteni +1

Determining whether an abstract simplicial complex, a discrete object often approximating a manifold, contains multi-dimensional holes is a task deeply connected to quantum mechani…

quant-ph2024

Variational Quantum Generative Modeling by Sampling Expectation Values of Tunable Observables

Kevin Shen, Andrii Kurkin, Adrián Pérez-Salinas +3

Expectation Value Samplers (EVSs) are quantum generative models that can learn high-dimensional continuous distributions by measuring the expectation values of parameterized quantu…

quant-ph2024

Error and Resource Estimates of Variational Quantum Algorithms for Solving Differential Equations Based on Runge-Kutta Methods

David Dechant, Liubov Markovich, Vedran Dunjko +1

A focus of recent research in quantum computing has been on developing quantum algorithms for differential equations solving using variational methods on near-term quantum devices.…

quant-ph2024★ 1 cited

Universal approximation of continuous functions with minimal quantum circuits

Adrián Pérez-Salinas, Mahtab Yaghubi Rad, Alice Barthe +1

The conventional paradigm of quantum computing is discrete: it utilizes discrete sets of gates to realize bitstring-to-bitstring mappings, some of them arguably intractable for cla…

quant-ph2024

Multiple-basis representation of quantum states

Adrián Pérez-Salinas, Patrick Emonts, Jordi Tura +1

Classical simulation of quantum physics is a central approach to investigating physical phenomena. Quantum computers enhance computational capabilities beyond those of classical re…

quant-ph2024

Improved separation between quantum and classical computers for sampling and functional tasks

Simon C. Marshall, Scott Aaronson, Vedran Dunjko

This paper furthers existing evidence that quantum computers are capable of computations beyond classical computers. Specifically, we strengthen the collapse of the polynomial hier…