M. Cerezo

Resource frugal optimizer for quantum machine learning

2022 · arXiv (Cornell University)

Quantum-enhanced data science, also known as quantum machine learning (QML), is of growing interest as an application of near-term quantum computers. Variational QML algorithms have the potential to solve practical problems on real hardware, particularly …

Variational Quantum Linear Solver

2019 · arXiv (Cornell University)

Previously proposed quantum algorithms for solving linear systems of equations cannot be implemented in the near term due to the required circuit depth. Here, we propose a hybrid quantum-classical algorithm, called Variational Quantum Linear Solver …