193 citations · 288 across the 15 of their papers we have counts for
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quant-ph2022★ 48 cited
Quantum Kernel Methods for Solving Differential Equations
Annie E. Paine, Vincent E. Elfving, Oleksandr Kyriienko
We propose several approaches for solving differential equations (DEs) with quantum kernel methods. We compose quantum models as weighted sums of kernel functions, where variables…
quant-ph2022★ 9 cited
Protocols for Trainable and Differentiable Quantum Generative Modelling
Oleksandr Kyriienko, Annie E. Paine, Vincent E. Elfving
We propose an approach for learning probability distributions as differentiable quantum circuits (DQC) that enable efficient quantum generative modelling (QGM) and synthetic data g…