Hamza Fawzi
Professor
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About
Professor Hamza Fawzi is a faculty member at the University of Cambridge, UK. His research primarily focuses on quantum information theory, convex optimization, and energy optimization, as demonstrated by his recent publications. Notable works include investigations into logarithmic Sobolev inequalities, quantum divergences, and polyhedral approximations, contributing to the understanding of conditional entropies and separable states in a quantum context.
Articles (10)
We study the use of von Neumann entropy constraints for obtaining lower bounds on the ground energy of quantum many-body systems. Known methods for obtaining certificates on the ground energy typically use consistency of local observables and are expressed as semidefinite programming relaxations. The local marginals defined by such a relaxation do not necessarily satisfy entropy inequalities that follow from the existence of a global state. Here, we propose to add such entropy constraints that lead to tighter convex relaxations for the ground energy problem. We give analytical and numerical results illustrating the advantages of such entropy constraints. We also show limitations of the entropy constraints we construct: they are implied by doubling the number of sites in the relaxation and as a result they can at best lead to a quadratic improvement in terms of the matrix sizes of the variables. We explain the relation to a method for approximating the free energy known as the Markov Entropy Decomposition method.
Year:
2024
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2024
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2024
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2022
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2021
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2021
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2021
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2021
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2021
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2021
Collaborators (5)
Peter Brown
Assistant Professor (IQA group)
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James Saunderson
Lecturer
MONASH UNIVERSITY
Pablo Parrilo
Professor
Massachusetts Institute of Technology
João Gouveia
Professor Auxiliar
University of Coimbra
Samuel O. Scalet
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