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Quantum supremacy and high-dimensional integration
Juan Miguel Arrazola, Patrick Rebentrost, Christian Weedbrook
We establish a connection between continuous-variable quantum computing and high-dimensional integration by showing that the outcome probabilities of continuous-variable instantane…
Gaussian Boson Sampling for perfect matchings of arbitrary graphs
Kamil Brádler, Pierre-Luc Dallaire-Demers, Patrick Rebentrost +2
A famously hard graph problem with a broad range of applications is computing the number of perfect matchings, that is the number of unique and complete pairings of the vertices of…
Quantum machine learning for quantum anomaly detection
Nana Liu, Patrick Rebentrost
Anomaly detection is used for identifying data that deviate from `normal' data patterns. Its usage on classical data finds diverse applications in many important areas like fraud d…
Quantum Hopfield neural network
Patrick Rebentrost, Thomas R. Bromley, Christian Weedbrook +1
Quantum computing allows for the potential of significant advancements in both the speed and the capacity of widely used machine learning techniques. Here we employ quantum algorit…