Tracing the Paths between Concepts in Large Bio-Medical Corpora. - Zaruhi Alaverdyan; Marcello Benedetti; Falitokiniaina Rabearison; Nishara Pathirana; Costin-Gabriel Chiru; Traian Rebedea (CSCS, 2015)

Quantum-assisted learning of graphical models with arbitrary pairwise connectivity. - Marcello Benedetti; John Realpe-Gomez; Rupak Biswas; Alejandro Perdomo-Ortiz (CoRR, 2016)

Opportunities and challenges for quantum-assisted machine learning in near-term quantum computers. - Alejandro Perdomo-Ortiz; Marcello Benedetti; John Realpe-Gómez; Rupak Biswas (CoRR, 2017)

Quantum-assisted Helmholtz machines: A quantum-classical deep learning framework for industrial datasets in near-term devices. - Marcello Benedetti; John Realpe-Gómez; Alejandro Perdomo-Ortiz (CoRR, 2017)

Parameterized quantum circuits as machine learning models. - Marcello Benedetti; Erika Lloyd; Stefan H. Sack (CoRR, 2019)

An initialization strategy for addressing barren plateaus in parametrized quantum circuits. - Edward Grant; Leonard Wossnig; Mateusz Ostaszewski; Marcello Benedetti (Quantum, 2019)

Quantum-classical generative models for machine learning. - Marcello Benedetti (2019)

Variational inference with a quantum computer. - Marcello Benedetti; Brian Coyle; Mattia Fiorentini; Michael Lubasch; Matthias Rosenkranz (CoRR, 2021)

F-Divergences and Cost Function Locality in Generative Modelling with Quantum Circuits. - Chiara Leadbeater; Louis Sharrock; Brian Coyle; Marcello Benedetti (Entropy, 2021)

Structure optimization for parameterized quantum circuits. - Mateusz Ostaszewski; Edward Grant; Marcello Benedetti (Quantum, 2021)

Bayesian learning of parameterised quantum circuits. - Samuel Duffield; Marcello Benedetti; Matthias Rosenkranz (Mach. Learn. Sci. Technol., 2023)

Training quantum Boltzmann machines with the β-variational quantum eigensolver. - Onno Huijgen; Luuk Coopmans; Peyman Najafi; Marcello Benedetti; Hilbert J. Kappen (Mach. Learn. Sci. Technol., 2024)

Quantum state preparation for multivariate functions. - Matthias Rosenkranz; Eric Brunner; Gabriel Marin-Sanchez; Nathan Fitzpatrick; Silas Dilkes; Yao Tang; Yuta Kikuchi; Marcello Benedetti (Quantum, 2025)