1.1k citations · 1.6k across the 6 of their papers we have counts for
4 papers · 1 filter
A case study of variational quantum algorithms for a job shop scheduling problem
David Amaro, Matthias Rosenkranz, Nathan Fitzpatrick +2
Combinatorial optimization models a vast range of industrial processes aiming at improving their efficiency. In general, solving this type of problem exactly is computationally int…
Variational quantum amplitude estimation
Kirill Plekhanov, Matthias Rosenkranz, Mattia Fiorentini +1
We propose to perform amplitude estimation with the help of constant-depth quantum circuits that variationally approximate states during amplitude amplification. In the context of…
Filtering variational quantum algorithms for combinatorial optimization
David Amaro, Carlo Modica, Matthias Rosenkranz +3
Current gate-based quantum computers have the potential to provide a computational advantage if algorithms use quantum hardware efficiently. To make combinatorial optimization more…
Variational inference with a quantum computer
Marcello Benedetti, Brian Coyle, Mattia Fiorentini +2
Inference is the task of drawing conclusions about unobserved variables given observations of related variables. Applications range from identifying diseases from symptoms to class…