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Protecting Expressive Circuits with a Quantum Error Detection Code
Chris N. Self, Marcello Benedetti, David Amaro
A successful quantum error correction protocol would allow quantum computers to run algorithms without suffering from the effects of noise. However, fully fault-tolerant quantum er…
Bayesian Learning of Parameterised Quantum Circuits
Samuel Duffield, Marcello Benedetti, Matthias Rosenkranz
Currently available quantum computers suffer from constraints including hardware noise and a limited number of qubits. As such, variational quantum algorithms that utilise a classi…
Predicting Gibbs-State Expectation Values with Pure Thermal Shadows
Luuk Coopmans, Yuta Kikuchi, Marcello Benedetti
The preparation and computation of many properties of quantum Gibbs states is essential for algorithms such as quantum semidefinite programming and quantum Boltzmann machines. We p…