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A Convergent Inflation Hierarchy for Quantum Causal Structures

Ligthart, Laurens T. ; Gachechiladze, Mariami ; Gross, David (2025)
A Convergent Inflation Hierarchy for Quantum Causal Structures.
In: Communications in Mathematical Physics, 2023, 401 (3)
doi: 10.26083/tuprints-00028575
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Item Type: Article
Type of entry: Secondary publication
Title: A Convergent Inflation Hierarchy for Quantum Causal Structures
Language: English
Date: 15 January 2025
Place of Publication: Darmstadt
Year of primary publication: August 2023
Place of primary publication: Berlin ; Heidelberg
Publisher: Springer
Journal or Publication Title: Communications in Mathematical Physics
Volume of the journal: 401
Issue Number: 3
DOI: 10.26083/tuprints-00028575
Corresponding Links:
Origin: Secondary publication DeepGreen
Abstract:

A causal structure is a description of the functional dependencies between random variables. A distribution is compatible with a given causal structure if it can be realized by a process respecting these dependencies. Deciding whether a distribution is compatible with a structure is a practically and fundamentally relevant, yet very difficult problem. Only recently has a general class of algorithms been proposed: These so-called inflation techniques associate to any causal structure a hierarchy of increasingly strict compatibility tests, where each test can be formulated as a computationally efficient convex optimization problem. Remarkably, it has been shown that in the classical case, this hierarchy is complete in the sense that each non-compatible distribution will be detected at some level of the hierarchy. An inflation hierarchy has also been formulated for causal structures that allow for the observed classical random variables to arise from measurements on quantum states—however, no proof of completeness of this quantum inflation hierarchy has been supplied. In this paper, we construct a first version of the quantum inflation hierarchy that is provably convergent. It takes an additional parameter, r, which can be interpreted as an upper bound on the Schmidt rank of the observables involved. For each r, it provides a family of increasingly strict and ultimately complete compatibility tests for correlations that are compatible with a given causal structure under this Schmidt rank constraint. From a technical point of view, convergence proofs are built on de Finetti theorems, which show that certain symmetries (which can be imposed in convex optimization problems) imply independence of random variables (which is not directly a convex constraint). A main technical ingredient to our proof is a Quantum de Finetti Theorem that holds for general tensor products of C*-algebras, generalizing previous work that was restricted to minimal tensor products.

Uncontrolled Keywords: Theoretical, Mathematical and Computational Physics, Mathematical Physics, Quantum Physics, Complex Systems, Classical and Quantum Gravitation, Relativity Theory
Status: Publisher's Version
URN: urn:nbn:de:tuda-tuprints-285755
Classification DDC: 500 Science and mathematics > 510 Mathematics
500 Science and mathematics > 530 Physics
Divisions: 20 Department of Computer Science > Quantum Computing Group
Date Deposited: 15 Jan 2025 12:43
Last Modified: 15 Jan 2025 12:44
SWORD Depositor: Deep Green
URI: https://tuprints.ulb.tu-darmstadt.de/id/eprint/28575
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