Marcello Benedetti

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 10

Top Topics

Variational Inference

Machine Learning Models

Quantum Computing

Top Venues

Mach. Learn. Sci. Technol.

Publications

Onno Huijgen, Luuk Coopmans, Peyman Najafi, Marcello Benedetti, Hilbert J. Kappen
Training quantum Boltzmann machines with the β-variational quantum eigensolver. Mach. Learn. Sci. Technol. 5 (2) (2024)
Samuel Duffield, Marcello Benedetti, Matthias Rosenkranz
Bayesian learning of parameterised quantum circuits. Mach. Learn. Sci. Technol. 4 (2) (2023)
Chiara Leadbeater, Louis Sharrock, Brian Coyle, Marcello Benedetti
F-Divergences and Cost Function Locality in Generative Modelling with Quantum Circuits. CoRR (2021)
Mateusz Ostaszewski, Edward Grant, Marcello Benedetti
Structure optimization for parameterized quantum circuits. Quantum 5 (2021)
Chiara Leadbeater, Louis Sharrock, Brian Coyle, Marcello Benedetti
F-Divergences and Cost Function Locality in Generative Modelling with Quantum Circuits. Entropy 23 (10) (2021)
Marcello Benedetti, Brian Coyle, Mattia Fiorentini, Michael Lubasch, Matthias Rosenkranz
Variational inference with a quantum computer. CoRR (2021)
Marcello Benedetti, Erika Lloyd, Stefan H. Sack
Parameterized quantum circuits as machine learning models. CoRR (2019)
Marcello Benedetti, John Realpe-Gómez, Alejandro Perdomo-Ortiz
Quantum-assisted Helmholtz machines: A quantum-classical deep learning framework for industrial datasets in near-term devices. CoRR (2017)
Alejandro Perdomo-Ortiz, Marcello Benedetti, John Realpe-Gómez, Rupak Biswas
Opportunities and challenges for quantum-assisted machine learning in near-term quantum computers. CoRR (2017)
Marcello Benedetti, John Realpe-Gomez, Rupak Biswas, Alejandro Perdomo-Ortiz
Quantum-assisted learning of graphical models with arbitrary pairwise connectivity. CoRR (2016)
Zaruhi Alaverdyan, Marcello Benedetti, Falitokiniaina Rabearison, Nishara Pathirana, Costin-Gabriel Chiru, Traian Rebedea
Tracing the Paths between Concepts in Large Bio-Medical Corpora. CSCS (2015)