aiqbench analysis
This research provides rigorous mathematical proofs regarding the stationary behavior of magic in monitored quantum circuits, specifically analyzing how weak non-Clifford perturbations affect resource measures like Gross-Wigner mana. The study establishes unique invariant probability measures and determines sharp vanishing rates for these resources under specific injection strengths, advancing theoretical understanding of fault-tolerant dynamics.
Invariant Measures and Weak-Magic-Injection Asymptotics in Random Monitored Quantum Circuits
arXiv:2606.13470v2 Announce Type: replace Abstract: Monitored quantum circuits combine scrambling with measurement-conditioned state updates, while non-Clifford perturbations inject magic into otherwise stabilizer-compatible dynamics. Rigorous results on stationary magic and its weak-injection asymptotics remain limited even for finite-dimensional Clifford-based monitored models. We study an \(N\)-qudit process of prime local dimension \(d\). Each cycle draws a fresh uniform global Clifford unitary, applies a local weak non-Clifford rotation and a projective measurement on one qudit, and then returns to the inverse Clifford frame. For every fixed injection strength, we prove that the induced pure-state Markov chain has a unique invariant probability measure and attracts every initial law geometrically in Wasserstein distance. At zero injection, the invariant law is supported on the finite stabilizer layer. After rescaling transverse deviations from this layer, the resulting blown-up stationary laws converge weakly to the invariant law of an affine tangent recursion. Combining this tangent law with Poisson representations and the first nonzero local resource germs determines the sharp vanishing rates of stationary magic. For every fixed \(N\ge2\), odd-prime Gross--Wigner mana admits a linear expansion with a strictly positive coefficient, whereas qubit \(2\)-stabilizer R\'enyi entropy admits a quadratic expansion with a strictly positive coefficient. For \(N=1\), both stationary resource averages vanish identically for all injection strengths. The distinct orders arise from the different local resource geometries, together with quadratic-order zero-reference branch contributions in qubit case.
Abstract:Monitored quantum circuits combine scrambling with measurement-conditioned state updates, while non-Clifford perturbations inject magic into otherwise stabilizer-compatible dynamics. Rigorous results on stationary magic and its weak-injection asymptotics remain limited even for finite-dimensional Clifford-based monitored models. We study an \(N\)-qudit process of prime local dimension \(d\). Each cycle draws a fresh uniform global Clifford unitary, applies a local weak non-Clifford rotation and a projective measurement on one qudit, and then returns to the inverse Clifford frame. For every fixed injection strength, we prove that the induced pure-state Markov chain has a unique invariant probability measure and attracts every initial law geometrically in Wasserstein distance. At zero injection, the invariant law is supported on the finite stabilizer layer. After rescaling transverse deviations from this layer, the resulting blown-up stationary laws converge weakly to the invariant law of an affine tangent recursion. Combining this tangent law with Poisson representations and the first nonzero local resource germs determines the sharp vanishing rates of stationary magic. For every fixed \(N\ge2\), odd-prime Gross--Wigner mana admits a linear expansion with a strictly positive coefficient, whereas qubit \(2\)-stabilizer Rényi entropy admits a quadratic expansion with a strictly positive coefficient. For \(N=1\), both stationary resource averages vanish identically for all injection strengths. The distinct orders arise from the different local resource geometries, together with quadratic-order zero-reference branch contributions in qubit case.
170 pages in total (16-page main text; appendices extend from p. 17 through p. 168), 7 figures. Substantially revised and expanded version, with a more complete proof roadmap and an expanded discussion of transferable interfaces and natural extensions
arXiv:2606.13470 [quant-ph]
(or arXiv:2606.13470v2 [quant-ph] for this version)
Full text under the publisher's open licence · 268 words
Related coverage
Invariant Measures and Weak-Magic-Injection Asymptotics in Random Monitored Quantum Circuits
arXiv · Jun 12, 2026

Non-stabilizerness and violations of CHSH inequalities
Quantum Journal · Sep 21, 2026
Untrusted advice for AI control: Short, strong advice significantly uplifts weak LLMs
LessWrong · Jul 27, 2026

Informe de riesgos de la IA de frontera (febrero–marzo de 2026)
METR · May 19, 2026