193 citations · 759 across the 35 of their papers we have counts for
4 papers · 2 filters
Quantum Model-Discovery
Niklas Heim, Atiyo Ghosh, Oleksandr Kyriienko +1
Quantum computing promises to speed up some of the most challenging problems in science and engineering. Quantum algorithms have been proposed showing theoretical advantages in app…
The Impact of Hardware Specifications on Reaching Quantum Advantage in the Fault Tolerant Regime
Mark Webber, Vincent Elfving, Sebastian Weidt +1
We investigate how hardware specifications can impact the final run time and the required number of physical qubits to achieve a quantum advantage in the fault tolerant regime. Wit…
Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-Series
Annie E. Paine, Vincent E. Elfving, Oleksandr Kyriienko
We propose a quantum algorithm for sampling from a solution of stochastic differential equations (SDEs). Using differentiable quantum circuits (DQCs) with a feature map encoding of…
Generalized quantum circuit differentiation rules
Oleksandr Kyriienko, Vincent E. Elfving
Variational quantum algorithms that are used for quantum machine learning rely on the ability to automatically differentiate parametrized quantum circuits with respect to underlyin…