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20082025
most citedThe Quantum Path Kernel: a Generalized Quantum Neural Tangent Kernel for Deep Quantum Machine Learning

23 citations · 50 across the 6 of their papers we have counts for

collaborators

9 papers

cs.PL2025

A Denotational Semantics for Quantum Loops

Nicola Assolini, Alessandra Di Pierro

Programming a quantum computer, i.e., implementing quantum algorithms on a quantum processor-based copmputer architecture, is a task that can be addressed (just as for classical co…

quant-ph2025

Securities Transaction Settlement Optimization on superconducting quantum devices

Francesco Martini, Daniele Lizzio Bosco, Carlo Barbanera +7

We describe a quantum variational algorithm for securities transactions settlement optimization, based on a novel mathematical formalization of the problem that includes the most r…

quant-ph2022★ 23 cited

The Quantum Path Kernel: a Generalized Quantum Neural Tangent Kernel for Deep Quantum Machine Learning

Massimiliano Incudini, Michele Grossi, Antonio Mandarino +3

Building a quantum analog of classical deep neural networks represents a fundamental challenge in quantum computing. A key issue is how to address the inherent non-linearity of cla…

quant-ph2022★ 13 cited

Automatic and effective discovery of quantum kernels

Massimiliano Incudini, Daniele Lizzio Bosco, Francesco Martini +3

Quantum computing can empower machine learning models by enabling kernel machines to leverage quantum kernels for representing similarity measures between data. Quantum kernels are…

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…

math.CT2019★ 1 cited

Note on filtered colimits of Hilbert spaces

Branko Nikolić, Alessandra Di Pierro

The category of Hilbert spaces and contractions has filtered colimits, and tensoring preserves them. We also discuss (problems with) bounded maps.