output
20182021
most citedSolving nonlinear differential equations with differentiable quantum circuits

193 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2021 · quant-phShow all

3 papers · 2 filters

quant-ph2021★ 11 cited

Quantum Model Learning Agent: characterisation of quantum systems through machine learning

Brian Flynn, Antonio Andreas Gentile, Nathan Wiebe +2

Accurate models of real quantum systems are important for investigating their behaviour, yet are difficult to distill empirically. Here, we report an algorithm -- the Quantum Model…

quant-ph2021★ 40 cited

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…

quant-ph2021★ 52 cited

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…