aiqbench analysis
This research extends a linear-algebraic framework to certify generalized contextuality across arbitrary sequential transformation stages in quantum operational theories. By establishing a decision procedure with specific computational complexity bounds, the study clarifies how compositional structures influence nonclassical phenomena beyond standard prepare-measure scenarios. These findings offer foundational insights for researchers developing theoretical models of quantum advantage and error correction based on contextuality resources.
Linear Algebra of Generalized Contextuality in All Prepare-Transform-Measure Scenarios
arXiv:2607.26139v1 Announce Type: new Abstract: Generalized contextuality is a canonical distinguishing property of nonclassical generalized probabilistic theories, in particular quantum mechanics. Methods for certification and characterization of generalized contextuality of a given generalized probabilistic theory are well developed for prepare-measure and single-stage prepare-transform-measure scenarios. In a recent work [arXiv:2512.10000], a bottom-up, statistics-first linear-algebraic framework for contextuality in prepare-measure scenarios was introduced. We extend this approach to operational scenarios with sequential transformations with an arbitrary number of stages. We give a full decision procedure for contextuality of such scenarios within operational theories and analyze its computational complexity. In particular, our decision procedure has a complexity linearly exponential in the minimum generalized probabilistic theory (GPT) dimension, and polynomial in the number of procedures. We demonstrate our framework and approach through multiple examples, including Spekkens' toy theory and the 8-state single-qubit stabilizer theory. In particular, we construct an operational theory in which contextuality manifests itself only in the sequential structure of the transformations. Our findings thus shed new light on the significant role of compositional structures in the phenomenon of generalized contextuality.
Abstract:Generalized contextuality is a canonical distinguishing property of nonclassical generalized probabilistic theories, in particular quantum mechanics. Methods for certification and characterization of generalized contextuality of a given generalized probabilistic theory are well developed for prepare-measure and single-stage prepare-transform-measure scenarios. In a recent work [arXiv:2512.10000], a bottom-up, statistics-first linear-algebraic framework for contextuality in prepare-measure scenarios was introduced. We extend this approach to operational scenarios with sequential transformations with an arbitrary number of stages. We give a full decision procedure for contextuality of such scenarios within operational theories and analyze its computational complexity. In particular, our decision procedure has a complexity linearly exponential in the minimum generalized probabilistic theory (GPT) dimension, and polynomial in the number of procedures. We demonstrate our framework and approach through multiple examples, including Spekkens' toy theory and the 8-state single-qubit stabilizer theory. In particular, we construct an operational theory in which contextuality manifests itself only in the sequential structure of the transformations. Our findings thus shed new light on the significant role of compositional structures in the phenomenon of generalized contextuality.
Quantum Physics (quant-ph); Computational Complexity (cs.CC)
arXiv:2607.26139 [quant-ph]
(or arXiv:2607.26139v1 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2607.26139 Focus to learn more arXiv-issued DOI via DataCite
arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website.
Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them.
Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs.
Full text under the publisher's open licence · 269 words
Related coverage
Noncontextuality inequalities for prepare-transform-measure scenarios
arXiv · Oct 14, 2026

Quantifiers and witnesses for the nonclassicality of measurements and of states
Quantum Journal · Jul 30, 2026

Lattice-Based Cryptography Explained
Quantum Zeitgeist · Aug 15, 2026
On the relation between perspective-neutral, algebraic, and effective quantum reference frames
Quantum Journal · Aug 20, 2026