Quantum Talagrand, KKL and Friedgut's theorems and the learnability of quantum Boolean functions

• URL: http://arxiv.org/abs/2209.07279v3
• Date: Wed, 3 Apr 2024 19:45:46 GMT
• Title: Quantum Talagrand, KKL and Friedgut's theorems and the learnability of quantum Boolean functions
• Authors: Cambyse Rouzé, Melchior Wirth, Haonan Zhang,
• Abstract summary: We extend three related results from the analysis of influences of Boolean functions to the quantum inequality setting. Our results are derived by a joint use of recently studied hypercontractivity and gradient estimates. 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.
• Score: 9.428671399402553
• License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
• Abstract: We 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.

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