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arXiv:2611.01249

Chaos, Fractals, and Ergodicity in Nonlinear Quantum Protocols

Attila Portik, Orsolya Kálmán, Tamás Kiss

quant-phnlin.CDSubmitted Oct 31, 2026• Announced Nov 3, 2026
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Abstract

Iterated nonlinear quantum protocols provide a straightforward way of realizing nonlinear dynamics in quantum systems through measurement and postselection. We investigate a family of protocols in which the order of the induced nonlinearity is controlled by the number of qubits involved in a single step. By examining the resulting rational maps and applying a set of numerical diagnostics, we identify extended parameter regions that exhibit ergodic-like dynamics for protocol orders $n=3,4,$ and $5$. We further characterize the associated chaotic behavior through the distribution of Lyapunov exponents. Our results show that ergodic-like dynamics persists beyond the quadratic case, while the geometry of the corresponding parameter regions and the typical degree of chaoticity depend strongly on the order of the nonlinear transformation.

AI Summary

The paper asks whether globally chaotic, ergodic-like dynamics previously observed in quadratic postselected quantum protocols persists at higher nonlinear orders. Each step uses $n$ identically prepared qubits, a CNOT network, postselection, and a single-qubit unitary, inducing the pure-state rational map $f_p(z)=(z^n-\bar p)/(1+pz^n)$. The study numerically examines $n=3,4,5$ and compares them with $n=2$. Parameters are classified as ergodic-like only when four diagnostics agree: no attracting cycles detected from either critical orbit, stable long-time visitation distributions, agreement between trajectory and evolved-ensemble distributions, and positive Lyapunov exponents approximately independent of initial state. Tests use trajectories of up to $10^7$ iterations, cycle searches through period $500$, and parameter grids up to $2000\times2000$. Connected ergodic-like regions are reported for every order. Within $\operatorname{Re}p,\operatorname{Im}p\in[0,3]$, their estimated area fractions are $8.7\%$, $35\%$, $5.2\%$, and $13.3\%$ for $n=2,3,4,5$, respectively. The geometry of these regions and distributions of normalized spherical Lyapunov exponents, $2\lambda/\ln n$, vary substantially with order. Quadratic exponents mostly lie around $0.7$–$0.95$; higher orders generally show smaller, more heterogeneous values. Unlike the quadratic case, $p=i$ is not a Lattès point at higher orders and fails the ergodic-like tests for odd orders. The conclusions are numerical signatures rather than rigorous proofs of ergodicity. The analysis assumes ideal operations and pure states, excluding preparation noise and implementation imperfections.

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12 pages, 6 figures

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Iterated nonlinear quantum protocols provide a straightforward way of realizing nonlinear dynamics in quantum systems through measurement and postselection. We investigate a family of protocols in which the order of the induced nonlinearity is controlled by the number of qubits involved in a single step. By examining the resulting rational maps and applying a set of numerical diagnostics, we identify extended parameter regions that exhibit ergodic-like dynamics for protocol orders n=3,4,n=3,4,n=3,4, and 555. We further characterize the associated chaotic behavior through the distribution of Lyapunov exponents. Our results show that ergodic-like dynamics persists beyond the quadratic case, while the geometry of the corresponding parameter regions and the typical degree of chaoticity depend strongly on the order of the nonlinear transformation.
The paper asks whether globally chaotic, ergodic-like dynamics previously observed in quadratic postselected quantum protocols persists at higher nonlinear orders. Each step uses nnn identically prepared qubits, a CNOT network, postselection, and a single-qubit unitary, inducing the pure-state rational map fp(z)=(zn−pˉ)/(1+pzn)f_p(z)=(z^n-\bar p)/(1+pz^n)fp​(z)=(zn−pˉ​)/(1+pzn). The study numerically examines n=3,4,5n=3,4,5n=3,4,5 and compares them with n=2n=2n=2.
Parameters are classified as ergodic-like only when four diagnostics agree: no attracting cycles detected from either critical orbit, stable long-time visitation distributions, agreement between trajectory and evolved-ensemble distributions, and positive Lyapunov exponents approximately independent of initial state. Tests use trajectories of up to 10710^7107 iterations, cycle searches through period 500500500, and parameter grids up to 2000×20002000\times20002000×2000. Connected ergodic-like regions are reported for every order. Within Re⁡p,Im⁡p∈[0,3]\operatorname{Re}p,\operatorname{Im}p\in[0,3]Rep,Imp∈[0,3], their estimated area fractions are 8.7%8.7\%8.7%, 35%35\%35%, 5.2%5.2\%5.2%, and 13.3%13.3\%13.3% for n=2,3,4,5n=2,3,4,5n=2,3,4,5, respectively.
The geometry of these regions and distributions of normalized spherical Lyapunov exponents, 2λ/ln⁡n2\lambda/\ln n2λ/lnn, vary substantially with order. Quadratic exponents mostly lie around 0.70.70.7–0.950.950.95; higher orders generally show smaller, more heterogeneous values. Unlike the quadratic case, p=ip=ip=i is not a Lattès point at higher orders and fails the ergodic-like tests for odd orders.
The conclusions are numerical signatures rather than rigorous proofs of ergodicity. The analysis assumes ideal operations and pure states, excluding preparation noise and implementation imperfections.
We study measurement-induced nonlinear dynamics generated by an iterated quantum protocol combining an entangling gate, a single-qubit rotation, and post-selection. For pure single-qubit inputs, a particular choice of the single-qubit unitary yields globally chaotic, strongly mixing dynamics that explores the entire Bloch sphere, providing a physical realization of ergodic behavior in a complex map. We extend the analysis to realistic, noisy preparation by considering mixed initial states and the induced nonlinear evolution inside the Bloch sphere. Numerical results show that the maximally mixed state is an attractor for mixed inputs, although many trajectories exhibit transient increases in purity before ultimately converging. To quantify robustness against noise, we introduce a practical notion of quasi-ergodicity: ensembles prepared in a small angular patch at fixed purity rapidly spread to cover all directions, while the purity gradually decreases toward its minimal value. By varying the final single-qubit gate, we identify a broad family of protocols that remain ergodic-like for pure states, supported by consistent diagnostics, including the absence of attracting cycles, agreement of time and ensemble statistics, rapid spreading from localized regions, and exponential sensitivity to initial conditions. Away from the special globally mixing case, the mixed-state dynamics can change qualitatively: for most ergodic-like parameters, a finite subset of noisy inputs is driven toward purification rather than complete mixing, demonstrating the coexistence of statistical mixing and purification within a single iterated protocol.
We study measurement-induced nonlinear dynamics generated by an iterated quantum protocol combining an entangling gate, a single-qubit rotation, and post-selection. For pure single-qubit inputs, a particular choice of the single-qubit unitary yields globally chaotic, strongly mixing dynamics that explores the entire Bloch sphere, providing a physical realization of ergodic behavior in a complex map. We extend the analysis to realistic, noisy preparation by considering mixed initial states and the induced nonlinear evolution inside the Bloch sphere. Numerical results show that the maximally mixed state is an attractor for mixed inputs, although many trajectories exhibit transient increases in purity before ultimately converging. To quantify robustness against noise, we introduce a practical notion of quasi-ergodicity: ensembles prepared in a small angular patch at fixed purity rapidly spread to cover all directions, while the purity gradually decreases toward its minimal value. By varying the final single-qubit gate, we identify a broad family of protocols that remain ergodic-like for pure states, supported by consistent diagnostics including the absence of attracting cycles, agreement of time and ensemble statistics, rapid spreading from localized regions, and exponential sensitivity to initial conditions. Away from the special globally mixing case, the mixed-state dynamics can change qualitatively: for most ergodic-like parameters, a finite subset of noisy inputs is driven toward purification rather than complete mixing, demonstrating the coexistence of statistical mixing and purification within a single iterated protocol.
Repeatedly combining entangling gates on an ensemble of qubits with measurement and postselection on a part of them induces a nonlinear evolution of the unmeasured qubits' state, whose fractal convergence boundaries make the outcome sensitive to the initial state. We study a family of iterated protocols in which nnn identical qubits are coupled by CNOT gates, n−1n-1n−1 of them are postselected, and a parametrized single-qubit unitary acts on the survivor. For orders n=2n=2n=2 to 555, we map the box-counting dimension of the pure-state Julia sets over the complex parameter plane and identify the symmetries that constrain it. Allowing mixed initial states, we find that moderate preparation noise preserves the main parameter-dependent trends of the boundary dimension over much of the studied range, and that the three-dimensional quasi-Julia boundary in the Bloch ball has a dimension that is approximately equal to the dimension of the pure-state Julia set plus one. We further model gate imperfections by an effective depolarizing channel and by fixed coherent interactions. Weak errors leave the estimated dimensions consistent with their ideal values even where the convergence regions visibly deform, and ZZZZZZ errors are shown to be exactly conjugate to the ideal protocol at a rotated parameter. Finally, we analyze the postselection and storage cost of an implementation and propose a diagnostic test combining conditional fidelity with acceptance statistics, which we demonstrate on IQM Emerald and Rigetti Cepheus-1-108Q.
Nonlinear quantum transformations play an important role in quantum state distillation, aiding quantum communication schemes. The simplest of these involve quadratic rational maps for qubits, higher order versions have not been explored in detail. We consider such iterated nonlinear protocols for qubits, involving a generalized CNOT, a measurement, and a single-qubit Hadamard gate processing n inputs in identical quantum states. To characterize the global properties of these protocols, we determine the fixed points and relevant fixed cycles. We show that a repelling mixed fixed point exists for all orders, marking a phase transition related to the disappearance of the fractalness of borders of different basins of attraction.
Chaos in classical systems can be characterized by Lyapunov exponents that measure the exponential divergence of nearby trajectories, but directly extending this framework to quantum mechanics has been a persistent challenge. The wavelike nature of quantum states and the non-commutative geometry of quantum phase space obstruct a straightforward generalization of classical chaos theory. Here we develop a rigorous approach to quantum chaos by leveraging quantum optimal transport theory, which provides the missing geometric foundation for measuring distances between extended quantum distributions. We define quantum Lyapunov exponents that naturally avoid divergences encountered when naïvely generalizing classical exponents, and show that in the semiclassical limit they recover the classical global expansion rate, and hence the usual maximal Lyapunov exponent when they coincide. Our framework provides a tight connection between the divergence of classical trajectories and semiclassical phase space evolution, and additionally clarifies the role of out-of-time-order correlators as diagnostics of quantum chaos. These results establish quantum optimal transport as a unifying mathematical foundation for quantum chaos theory, providing new tools to characterize dynamical behavior across the full range of quantum dynamics from simple few-body models to complex many-body systems.
Complex chaos is specified by an iterated mapping on complex numbers. It has recently been found in the dynamics of qubits where each time step is conditioned on a measurement result on part of the system. We analyse the simplest case of one qubit dynamics with one complex parameter in some detail. We point out that two attractive cycles can exist and provide examples how the fractal like Julia set divides the areas of corresponding initial states. We show how to determine the set of parameters for which one, two or no stable fixed cycles exists and provide the numerically calculated images of the sets. The results can be relevant for the quantum state purification protocol based on the similar dynamics of two or more qubits and in general for any protocol based on conditioned nonlinear dynamics where truly chaotic behavior may occur.