184 citations · 612 across the 46 of their papers we have counts for
7 papers · 1 filter
Learning the noise fingerprint of quantum devices
Stefano Martina, Lorenzo Buffoni, Stefano Gherardini +1
Noise sources unavoidably affect any quantum technological device. Noise's main features are expected to strictly depend on the physical platform on which the quantum device is rea…
New Trends in Quantum Machine Learning
Lorenzo Buffoni, Filippo Caruso
Here we will give a perspective on new possible interplays between Machine Learning and Quantum Physics, including also practical cases and applications. We will explore the ways i…
Quantum Reinforcement Learning: the Maze problem
Nicola Dalla Pozza, Lorenzo Buffoni, Stefano Martina +1
Quantum Machine Learning (QML) is a young but rapidly growing field where quantum information meets machine learning. Here, we will introduce a new QML model generalizing the class…
Experimental Quantum Embedding for Machine Learning
Ilaria Gianani, Ivana Mastroserio, Lorenzo Buffoni +6
The classification of big data usually requires a mapping onto new data clusters which can then be processed by machine learning algorithms by means of more efficient and feasible…
On the training of sparse and dense deep neural networks: less parameters, same performance
Lorenzo Chicchi, Lorenzo Giambagli, Lorenzo Buffoni +3
Deep neural networks can be trained in reciprocal space, by acting on the eigenvalues and eigenvectors of suitable transfer operators in direct space. Adjusting the eigenvalues, wh…
Spontaneous fluctuation-symmetry breaking and the Landauer principle
Lorenzo Buffoni, Michele Campisi
We study the problem of the energetic cost of information erasure by looking at it through the lens of the Jarzynski equality. We observe that the Landauer bound, $\langle W \rangl…
Mobility-based prediction of SARS-CoV-2 spreading
Lorenzo Chicchi, Lorenzo Giambagli, Lorenzo Buffoni +1
The rapid spreading of SARS-CoV-2 and its dramatic consequences, are forcing policymakers to take strict measures in order to keep the population safe. At the same time, societal a…