activity
20142026
most citedEntanglement entropy production in Quantum Neural Networks

29 citations · 75 across the 10 of their papers we have counts for

collaborators

13 papers

quant-ph2026

Fault-Tolerant Logical Operations and Efficient State Preparation in Modular Quantum Architectures with Noisy Interfaces

Siddardha Chelluri, S. Siddardha Chelluri, Riccardo Mengoni +4

Modular quantum computing is a leading paradigm for scaling quantum computation beyond the resource limitations of monolithic devices. In this architecture, multiple quantum proces…

quant-ph2025

Efficient Gate Reordering for Distributed Quantum Compiling in Data Centers

Riccardo Mengoni, Walter Nadalin, Mathys Rennela +5

Just as classical computing relies on distributed systems, the quantum computing era requires new kinds of infrastructure and software tools. Quantum networks will become the backb…

q-bio.BM2024★ 3 cited

Molecular Docking via Weighted Subgraph Isomorphism on Quantum Annealers

Emanuele Triuzzi, Riccardo Mengoni, Francesco Micucci +4

Molecular docking is an essential step in the drug discovery process involving the detection of three-dimensional poses of a ligand inside the active site of the protein. In this p…

quant-ph2023★ 10 cited

Machine-learning based noise characterization and correction on neutral atoms NISQ devices

Ettore Canonici, Stefano Martina, Riccardo Mengoni +2

Neutral atoms devices represent a promising technology that uses optical tweezers to geometrically arrange atoms and modulated laser pulses to control the quantum states. A neutral…

quant-ph2022★ 3 cited

Quantum median filter for Total Variation image denoising

Simone De Santis, Damiana Lazzaro, Riccardo Mengoni +1

In this new computing paradigm, named quantum computing, researchers from all over the world are taking their first steps in designing quantum circuits for image processing, throug…

quant-ph2022★ 29 cited

Entanglement entropy production in Quantum Neural Networks

Marco Ballarin, Stefano Mangini, Simone Montangero +2

Quantum Neural Networks (QNN) are considered a candidate for achieving quantum advantage in the Noisy Intermediate Scale Quantum computer (NISQ) era. Several QNN architectures have…

quant-ph2021★ 9 cited

Computing Graph Edit Distance with Algorithms on Quantum Devices

Massimiliano Incudini, Fabio Tarocco, Riccardo Mengoni +2

Distance measures provide the foundation for many popular algorithms in Machine Learning and Pattern Recognition. Different notions of distance can be used depending on the types o…

quant-ph2021★ 2 cited

Quantum Molecular Unfolding

Kevin Mato, Riccardo Mengoni, Daniele Ottaviani +1

Molecular Docking (MD) is an important step of the drug discovery process which aims at calculating the preferred position and shape of one molecule to a second when they are bound…

quant-ph2021

Facial Expression Recognition on a Quantum Computer

Riccardo Mengoni, Massimiliano Incudini, Alessandra Di Pierro

We address the problem of facial expression recognition and show a possible solution using a quantum machine learning approach. In order to define an efficient classifier for a giv…

quant-ph2020★ 8 cited

Breaking RSA Security With A Low Noise D-Wave 2000Q Quantum Annealer: Computational Times, Limitations And Prospects

Riccardo Mengoni, Daniele Ottaviani, Paolino Iorio

The RSA cryptosystem could be easily broken with large scale general purpose quantum computers running Shor's factorization algorithm. Being such devices still in their infancy, a…

quant-ph2019

Persistent homology analysis of multiqubit entanglement

Riccardo Mengoni, Alessandra DI Pierro, Laleh Memarzadeh +1

We introduce a homology-based technique for the analysis of multiqubit state vectors. In our approach, we associate state vectors to data sets by introducing a metric-like measure…

quant-ph2018★ 10 cited

Homological analysis of multi-qubit entanglement

Alessandra Di Pierro, Stefano Mancini, Laleh Memarzadeh +1

We propose the usage of persistent homologies to characterize multipartite entanglement. On a multi-qubit data set we introduce metric-like measures defined only in terms of bipart…

quant-ph2014★ 1 cited

Entanglement from dissipative dynamics into overlapping environments

Riccardo Mengoni, Laleh Memarzadeh, Stefano Mancini

We consider two ensembles of qubit dissipating into two overlapping environments, that is with a certain number of qubit in common that dissipate into both environments. We then st…