Marcello Benedetti

14 papers Journal 12Unranked 1

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Quantum state preparation for multivariate functions. Quantum Matthias Rosenkranz, Eric Brunner, Gabriel Marin-Sanchez, Nathan Fitzpatrick, Silas Dilkes, Yao Tang, Yuta Kikuchi, Marcello Benedetti
2024	J	`jnl`	Training quantum Boltzmann machines with the β-variational quantum eigensolver. Mach. Learn. Sci. Technol. Onno Huijgen, Luuk Coopmans, Peyman Najafi, Marcello Benedetti, Hilbert J. Kappen
2023	J	`jnl`	Bayesian learning of parameterised quantum circuits. Mach. Learn. Sci. Technol. Samuel Duffield, Marcello Benedetti, Matthias Rosenkranz
2021	J	`jnl`	F-Divergences and Cost Function Locality in Generative Modelling with Quantum Circuits. CoRR Chiara Leadbeater, Louis Sharrock, Brian Coyle, Marcello Benedetti
2021	J	`jnl`	F-Divergences and Cost Function Locality in Generative Modelling with Quantum Circuits. Entropy Chiara Leadbeater, Louis Sharrock, Brian Coyle, Marcello Benedetti
2021	J	`jnl`	Structure optimization for parameterized quantum circuits. Quantum Mateusz Ostaszewski, Edward Grant, Marcello Benedetti
2021	J	`jnl`	Variational inference with a quantum computer. CoRR Marcello Benedetti, Brian Coyle, Mattia Fiorentini, Michael Lubasch, Matthias Rosenkranz
2019	J	`jnl`	An initialization strategy for addressing barren plateaus in parametrized quantum circuits. Quantum Edward Grant, Leonard Wossnig, Mateusz Ostaszewski, Marcello Benedetti
2019	J	`jnl`	Parameterized quantum circuits as machine learning models. CoRR Marcello Benedetti, Erika Lloyd, Stefan H. Sack
2019	—	`—`	Quantum-classical generative models for machine learning. Marcello Benedetti
2017	J	`jnl`	Opportunities and challenges for quantum-assisted machine learning in near-term quantum computers. CoRR Alejandro Perdomo-Ortiz, Marcello Benedetti, John Realpe-Gómez, Rupak Biswas
2017	J	`jnl`	Quantum-assisted Helmholtz machines: A quantum-classical deep learning framework for industrial datasets in near-term devices. CoRR Marcello Benedetti, John Realpe-Gómez, Alejandro Perdomo-Ortiz
2016	J	`jnl`	Quantum-assisted learning of graphical models with arbitrary pairwise connectivity. CoRR Marcello Benedetti, John Realpe-Gomez, Rupak Biswas, Alejandro Perdomo-Ortiz
2015	—	`conf`	Tracing the Paths between Concepts in Large Bio-Medical Corpora. CSCS Zaruhi Alaverdyan, Marcello Benedetti, Falitokiniaina Rabearison, Nishara Pathirana, Costin-Gabriel Chiru, Traian Rebedea