aiqbench analysis
This paper introduces random quantum circuits as foundational models for generic many-body systems, leveraging random matrix theory to analyze operator spreading and entanglement dynamics. By averaging over system ensembles, the work provides theoretical insights into spectral correlations and quantum thermalization that are essential for understanding fundamental limits in quantum simulation.
Random quantum circuits, chaos and quantum thermalization
arXiv:2608.21303v1 Announce Type: new Abstract: These notes accompany lectures given in June 2025 at the summer school \emph{Fundamental Problems in Statistical Physics XVI}. They offer a short introduction to random quantum circuits as simple models for generic many-body quantum systems. They give an outline of the motivation for introducing these models, starting from ideas of random matrix theory. They also provide a sketch of calculations of some of the quantities of most physical interest, based on an average over an ensemble of systems. These quantities give insights into operator spreading, entanglement dynamics and spectral correlations.
Abstract:These notes accompany lectures given in June 2025 at the summer school \emph{Fundamental Problems in Statistical Physics XVI}. They offer a short introduction to random quantum circuits as simple models for generic many-body quantum systems. They give an outline of the motivation for introducing these models, starting from ideas of random matrix theory. They also provide a sketch of calculations of some of the quantities of most physical interest, based on an average over an ensemble of systems. These quantities give insights into operator spreading, entanglement dynamics and spectral correlations.
Quantum Physics (quant-ph); Statistical Mechanics (cond-mat.stat-mech)
arXiv:2608.21303 [quant-ph]
(or arXiv:2608.21303v1 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2608.21303 Focus to learn more arXiv-issued DOI via DataCite (pending registration)
J. Stat. Mech. (2026) 064003
https://doi.org/10.1088/1742-5468/ae7424 Focus to learn more DOI(s) linking to related resources
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 · 202 words
Related coverage

Non-stabilizerness and violations of CHSH inequalities
Quantum Journal · Sep 21, 2026
Quantum Complexity Dynamics for Disjoint Subsystems
arXiv · Sep 2, 2026

Chaotic quantum systems show universal spectral patterns
Quantum Zeitgeist · Sep 28, 2026

A solvable quantum circuit’s limits define chaos
Quantum Zeitgeist · Oct 4, 2026