Quantum Talagrand, KKL and Friedgut’s Theorems and the Learnability of Quantum Boolean Functions

Author:

Rouzé Cambyse,Wirth Melchior,Zhang HaonanORCID

Abstract

AbstractWe extend three related results from the analysis of influences of Boolean functions to the quantum setting, namely the KKL theorem, Friedgut’s Junta theorem and Talagrand’s variance inequality for geometric influences. Our results are derived by a joint use of recently studied hypercontractivity and gradient estimates. These generic tools also allow us to derive generalizations of these results in a general von Neumann algebraic setting beyond the case of the quantum hypercube, including examples in infinite dimensions relevant to quantum information theory such as continuous variables quantum systems. Finally, we comment on the implications of our results as regards to noncommutative extensions of isoperimetric type inequalities, quantum circuit complexity lower bounds and the learnability of quantum observables.

Funder

Austrian Science Fund

Agence Nationale de la Recherche

Alexander von Humboldt-Stiftung

University of South Carolina

Publisher

Springer Science and Business Media LLC

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Bohnenblust–Hille inequality for cyclic groups;Advances in Mathematics;2024-08

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