Generalization in quantum machine learning: A quantum information standpoint

L Banchi, J Pereira, S Pirandola - PRX Quantum, 2021 - APS
Quantum classification and hypothesis testing (state and channel discrimination) are two
tightly related subjects, the main difference being that the former is data driven: how to …

[HTML][HTML] On the Bures–Wasserstein distance between positive definite matrices

R Bhatia, T Jain, Y Lim - Expositiones Mathematicae, 2019 - Elsevier
The metric d (A, B)= tr A+ tr B− 2 tr (A 1∕ 2 BA 1∕ 2) 1∕ 2 1∕ 2 on the manifold of n× n
positive definite matrices arises in various optimisation problems, in quantum information …

Quantum speed limits: from Heisenberg's uncertainty principle to optimal quantum control

S Deffner, S Campbell - Journal of Physics A: Mathematical and …, 2017 - iopscience.iop.org
One of the most widely known building blocks of modern physics is Heisenberg's
indeterminacy principle. Among the different statements of this fundamental property of the …

Entanglement of purification through holographic duality

K Umemoto, T Takayanagi - Nature Physics, 2018 - nature.com
The gauge/gravity correspondence discovered two decades ago has had a profound
influence on how the basic laws in physics should be formulated. In spite of the predictive …

Continuous variable quantum information: Gaussian states and beyond

G Adesso, S Ragy, AR Lee - Open Systems & Information Dynamics, 2014 - World Scientific
The study of Gaussian states has arisen to a privileged position in continuous variable
quantum information in recent years. This is due to vehemently pursued experimental …

[HTML][HTML] Quantum thermal machines and batteries

S Bhattacharjee, A Dutta - The European Physical Journal B, 2021 - Springer
The seminal work by Sadi Carnot in the early nineteenth century provided the blueprint of a
reversible heat engine and the celebrated second law of thermodynamics eventually …

Converting coherence to quantum correlations

J Ma, B Yadin, D Girolami, V Vedral, M Gu - Physical review letters, 2016 - APS
Recent results in quantum information theory characterize quantum coherence in the context
of resource theories. Here, we study the relation between quantum coherence and quantum …

Geometric perspective on quantum parameter estimation

JS Sidhu, P Kok - AVS Quantum Science, 2020 - pubs.aip.org
Quantum metrology holds the promise of an early practical application of quantum
technologies, in which measurements of physical quantities can be made with much greater …

Principles of quantum communication theory: A modern approach

S Khatri, MM Wilde - arXiv preprint arXiv:2011.04672, 2020 - arxiv.org
This is a preliminary version of a book in progress on the theory of quantum communication.
We adopt an information-theoretic perspective throughout and give a comprehensive …

Quantum stochastic processes and quantum non-Markovian phenomena

S Milz, K Modi - PRX Quantum, 2021 - APS
The field of classical stochastic processes forms a major branch of mathematics. Stochastic
processes are, of course, also very well studied in biology, chemistry, ecology, geology …