Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Log inSign up
Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Blog
Job Board
Q3AS

© 2026 Aqora Quantum S.A.S.

TermsPrivacyLegal Notice

arXiv:2610.36356

Probability bounds on trajectory-level exceedances of quantum speed limits under continuous-measurement feedback

Kohei Kobayashi

quant-phSubmitted Oct 26, 2026• Announced Oct 28, 2026• 0 citations
arXivHTMLPDF

Abstract

We investigate the probability that a conditioned quantum trajectory exceeds an ensemble-derived quantum speed limit (QSL) velocity under continuous measurement-based feedback. Using the finite-time average fidelity velocity, we derive an upper bound on the exceedance probability in terms of its mean and variance. We further obtain state-independent bounds from uniform constraints on the fidelity drift and diffusion, including an exponential concentration bound. For a feedback-controlled qubit, we derive explicit model-specific bounds and show that they are nontrivial in a short-time regime. We also identify a finite-time regime in which the exceedance probability vanishes exactly due to the restricted support of the conditioned dynamics. Monte Carlo simulations confirm the analytical bounds and illustrate their tightness.

AI Summary

The paper asks how likely a continuously monitored quantum trajectory with measurement-based feedback is to exceed a quantum-speed-limit reference derived from ensemble evolution. It studies the finite-time initial-state fidelity velocity $v_c=(1-F_\tau^c)/\tau$ and the reference $v_{\rm QSL}=\tau^{-1}\int_0^\tau\|\dot\rho_t\|_\infty\,dt$. Such exceedances compare conditioned and ensemble dynamics; they are not violations of a trajectory-level QSL. Applying Cantelli’s inequality gives $\Pr(v_c\geq v_{\rm QSL})\leq\sigma_v^2/[\sigma_v^2+(v_{\rm QSL}-\mathbb E v_c)^2]$, provided the threshold strictly exceeds the mean. Uniform fidelity-drift and diffusion bounds, $-A\leq A_{\max}$ and $B^2\leq B_{\max}^2$, yield the distribution-independent estimate $\min\{B_{\max}^2/(B_{\max}^2+\tau\delta^2),\exp[-\tau\delta^2/(2B_{\max}^2)]\}$ for $\delta=v_{\rm QSL}-A_{\max}>0$, using Itô isometry and an exponential martingale. Spectral-width estimates provide explicit constants for bounded feedback. The example is an ideally monitored qubit with $L=\sqrt\kappa\sigma_z$ and feedback Hamiltonian $-\alpha\kappa x_c\sigma_y$. Pure-state Bloch geometry gives $B_{\max}^2=\kappa/4$ and an explicit optimized drift bound. The concentration condition holds at sufficiently short times. Moreover, $x_c>0$ at every finite time implies $F_\tau^c>1/2$, so the exceedance probability is exactly zero whenever $v_{\rm QSL}\geq1/(2\tau)$. Monte Carlo comparisons use $5\times10^4$ trajectories and dimensionless timestep $10^{-3}$. The moment bound requires trajectory statistics and becomes trivial when the ensemble reference is saturated. The state-independent concentration bounds require a positive drift–threshold gap. Feedback generally prevents closed ensemble dynamics, so evaluating the reference can still require simulation.

Little sign of AI-generated textIncremental

Written by gpt-6.1-sol from the paper's full text. Automated: it can be wrong.

Comments
20 pages, 2 figures

Related papers

Bounding fidelity in quantum feedback control: theory and applications to Dicke state preparation

Eoin O’Connor, Hailan Ma, Marco G. Genoni

Abstract Achieving unit fidelity in quantum state preparation is often impossible in the presence of environmental decoherence. While continuous monitoring and feedback control can improve fidelity, perfect state preparation remains elusive in many scenarios. Inspired by quantum speed limits, we derive a fundamental bound on the steady-state average fidelity achievable via continuous monitoring and feedback control. This bound depends only on the unconditional Lindblad dynamics, the Hamiltonian variance, and the target state. We also adapt the bound to the case of Markovian feedback strategies. We then focus on preparing Dicke states in an atomic ensemble subject to collective damping and dispersive coupling. By imposing additional constraints on control Hamiltonians and monitoring strategies, we derive tighter fidelity bounds. Finally, we propose specific control strategies and validate them using reinforcement learning. Benchmarking their performance against our theoretical bounds highlights the relevance and usefulness of these bounds in characterizing quantum feedback control strategies.

arXiv:2503.19151•Quantum Science and Technology•Jun 17, 2025•0 citations

Detector-Conditioned Quantum Speed Limits for Open Systems

Roy Surya Sekhar

Existing quantum speed limits (QSLs) for dissipative dynamics generally require integrating the full state trajectory, limiting their predictive utility before simulation. We introduce a detector-conditioned framework to overcome this requirement. By projecting the adjoint Lindblad dissipator onto a target detector $\Pi_\omega$ and taking its operator norm, we obtain a single static number---the \emph{dissipative transition capacity} $\Gamma_\omega$---that caps the fidelity decay rate for any initial state, without requiring prior ODE integration. We demonstrate that within the specified class of trajectory-independent detector-conditioned bounds, $\Gamma_\omega$ provides a natural functional driven by spatial locality, provide algebraic saturation conditions, and delineate regimes where it provides tighter constraints than standard trajectory-dependent trace-norm bounds. An extensive many-body scaling law ($\Gamma \le N\gamma$ for local baths) and subadditivity across orthogonal detectors follow from the triangle inequality, demonstrating an exponential $\mathcal{O}(2^N)$ separation from global geometric trajectory bounds under stated locality assumptions. We provide an operational interpretation in binary state discrimination and quantum error correction, and demonstrate a matrix-free runtime scaling advantage over differential equation integration.

•Jul 27, 2026•0 citations

Quantum speed limits under continuous quantum measurements

Luis Pedro García-Pintos, Adolfo del Campo

The pace of evolution of physical systems is fundamentally constrained by quantum speed limits (QSL), which have found broad applications in quantum science and technology. We consider the speed of evolution for quantum systems undergoing stochastic dynamics due to continuous measurements. It is shown that that there are trajectories for which standard QSL are violated, and we provide estimates for the range of velocities in an ensemble of realizations of continuous measurement records. We determine the dispersion of the speed of evolution and characterize the full statistics of single trajectories. By characterizing the dispersion of the Bures angle, we further show that continuous quantum measurements induce Brownian dynamics in Hilbert space.

arXiv:1804.01600•New Journal of Physics•Feb 22, 2019•46 citations

Quantum speed limits in arbitrary phase spaces

Weiquan Meng, Zhenyu Xu

Quantum speed limits (QSLs) provide an upper bound for the speed of evolution of quantum states in any physical process. Based on the Stratonovich-Weyl correspondence, we derive a universal QSL bound in arbitrary phase spaces that is applicable for both continuous variable systems and finite-dimensional discrete quantum systems. This QSL bound allows the determination of speed limit bounds in specific phase spaces that are tighter than those in Wigner phase space or Hilbert space under the same metric, as illustrated by several typical examples, e.g., a single-mode free field and $N$-level quantum systems in phase spaces. This QSL bound also provides an experimentally realizable way to examine the speed limit in phase spaces relevant to applications in quantum information and quantum optics.

arXiv:2210.14278•Physical Review A•Feb 14, 2023•11 citations

Detector-Conditioned Quantum Speed Limits for Trajectory-Independent Bounds on Open-System Dynamics

Roy Surya Sekhar

Existing quantum speed limits (QSLs) for dissipative dynamics generally require integrating thefull state trajectory, limiting their predictive utility before simulation. We introduce a detector-conditioned framework to overcome this requirement. By projecting the adjoint Lindblad dissipatoronto a target detector Πω and taking its operator norm, we obtain a single static number—thedissipative transition capacity Γω —that provides a trajectory-free upper bound for local fidelitydecay. This construction deliberately sacrifices geometric tightness: for a k-qubit detector in anN -qubit system, it reduces the pre-simulation cost from O(23N ) trajectory integration to O(23k )static extraction, where k ≪ N is the detector size. We prove this quantity is the canonical minimalstate-independent bound arising from trace-class duality, is subadditive under tensor products, obeysextensive many-body scaling (Γ ≤ N γ) for local dissipators, and correctly vanishes for noise channelscommuting with the detector. We validate the local capacity bounds experimentally across 1-to 3-qubit sub-registers executed on the 156-qubit IBM Heron QPU (ibm marrakesh), confirmingbound validity on physical hardware without free parameters. We further demonstrate that Γωprovides a candidate cost function for noise-aware compiler routing, enabling circuit scheduling onheterogeneous hardware without prior classical simulation.

•Oct 1, 2026•0 citations

Tight and attainable quantum speed limit for open systems

Zi-yi Mai, Chang‐shui Yu

We develop an intuitive geometric picture of quantum states, define a particular state distance, and derive a quantum speed limit (QSL) for open systems. Our QSL is attainable because any initial state can be driven to a final state by the particular dynamics along the geodesic. We present the general condition for dynamics along the geodesic for our QSL. As evidence, we consider the generalized amplitude damping dynamics and the dephasing dynamics to demonstrate the attainability. In addition, we also compare our QSL with others by strict analytic processes as well as numerical illustrations, and show our QSL is tight in many cases. It indicates that our paper is significant in tightening the bound of evolution time.

arXiv:2309.10308•Physical Review A•Nov 8, 2023•15 citations
We investigate the probability that a conditioned quantum trajectory exceeds an ensemble-derived quantum speed limit (QSL) velocity under continuous measurement-based feedback. Using the finite-time average fidelity velocity, we derive an upper bound on the exceedance probability in terms of its mean and variance. We further obtain state-independent bounds from uniform constraints on the fidelity drift and diffusion, including an exponential concentration bound. For a feedback-controlled qubit, we derive explicit model-specific bounds and show that they are nontrivial in a short-time regime. We also identify a finite-time regime in which the exceedance probability vanishes exactly due to the restricted support of the conditioned dynamics. Monte Carlo simulations confirm the analytical bounds and illustrate their tightness.
The paper asks how likely a continuously monitored quantum trajectory with measurement-based feedback is to exceed a quantum-speed-limit reference derived from ensemble evolution. It studies the finite-time initial-state fidelity velocity vc=(1−Fτc)/τv_c=(1-F_\tau^c)/\tauvc​=(1−Fτc​)/τ and the reference vQSL=τ−1∫0τ∥ρ˙t∥∞ dtv_{\rm QSL}=\tau^{-1}\int_0^\tau\|\dot\rho_t\|_\infty\,dtvQSL​=τ−1∫0τ​∥ρ˙​t​∥∞​dt. Such exceedances compare conditioned and ensemble dynamics; they are not violations of a trajectory-level QSL.
Applying Cantelli’s inequality gives Pr⁡(vc≥vQSL)≤σv2/[σv2+(vQSL−Evc)2]\Pr(v_c\geq v_{\rm QSL})\leq\sigma_v^2/[\sigma_v^2+(v_{\rm QSL}-\mathbb E v_c)^2]Pr(vc​≥vQSL​)≤σv2​/[σv2​+(vQSL​−Evc​)2], provided the threshold strictly exceeds the mean. Uniform fidelity-drift and diffusion bounds, −A≤Amax⁡-A\leq A_{\max}−A≤Amax​ and B2≤Bmax⁡2B^2\leq B_{\max}^2B2≤Bmax2​, yield the distribution-independent estimate min⁡{Bmax⁡2/(Bmax⁡2+τδ2),exp⁡[−τδ2/(2Bmax⁡2)]}\min\{B_{\max}^2/(B_{\max}^2+\tau\delta^2),\exp[-\tau\delta^2/(2B_{\max}^2)]\}min{Bmax2​/(Bmax2​+τδ2),exp[−τδ2/(2Bmax2​)]} for δ=vQSL−Amax⁡>0\delta=v_{\rm QSL}-A_{\max}>0δ=vQSL​−Amax​>0, using Itô isometry and an exponential martingale. Spectral-width estimates provide explicit constants for bounded feedback.
The example is an ideally monitored qubit with L=κσzL=\sqrt\kappa\sigma_zL=κ​σz​ and feedback Hamiltonian −ακxcσy-\alpha\kappa x_c\sigma_y−ακxc​σy​. Pure-state Bloch geometry gives Bmax⁡2=κ/4B_{\max}^2=\kappa/4Bmax2​=κ/4 and an explicit optimized drift bound. The concentration condition holds at sufficiently short times. Moreover, xc>0x_c>0xc​>0 at every finite time implies Fτc>1/2F_\tau^c>1/2Fτc​>1/2, so the exceedance probability is exactly zero whenever vQSL≥1/(2τ)v_{\rm QSL}\geq1/(2\tau)vQSL​≥1/(2τ). Monte Carlo comparisons use 5×1045\times10^45×104 trajectories and dimensionless timestep 10−310^{-3}10−3.
The moment bound requires trajectory statistics and becomes trivial when the ensemble reference is saturated. The state-independent concentration bounds require a positive drift–threshold gap. Feedback generally prevents closed ensemble dynamics, so evaluating the reference can still require simulation.
Abstract Achieving unit fidelity in quantum state preparation is often impossible in the presence of environmental decoherence. While continuous monitoring and feedback control can improve fidelity, perfect state preparation remains elusive in many scenarios. Inspired by quantum speed limits, we derive a fundamental bound on the steady-state average fidelity achievable via continuous monitoring and feedback control. This bound depends only on the unconditional Lindblad dynamics, the Hamiltonian variance, and the target state. We also adapt the bound to the case of Markovian feedback strategies. We then focus on preparing Dicke states in an atomic ensemble subject to collective damping and dispersive coupling. By imposing additional constraints on control Hamiltonians and monitoring strategies, we derive tighter fidelity bounds. Finally, we propose specific control strategies and validate them using reinforcement learning. Benchmarking their performance against our theoretical bounds highlights the relevance and usefulness of these bounds in characterizing quantum feedback control strategies.
Existing quantum speed limits (QSLs) for dissipative dynamics generally require integrating the full state trajectory, limiting their predictive utility before simulation. We introduce a detector-conditioned framework to overcome this requirement. By projecting the adjoint Lindblad dissipator onto a target detector Πω\Pi_\omegaΠω​ and taking its operator norm, we obtain a single static number---the \emph{dissipative transition capacity} Γω\Gamma_\omegaΓω​---that caps the fidelity decay rate for any initial state, without requiring prior ODE integration. We demonstrate that within the specified class of trajectory-independent detector-conditioned bounds, Γω\Gamma_\omegaΓω​ provides a natural functional driven by spatial locality, provide algebraic saturation conditions, and delineate regimes where it provides tighter constraints than standard trajectory-dependent trace-norm bounds. An extensive many-body scaling law (Γ≤Nγ\Gamma \le N\gammaΓ≤Nγ for local baths) and subadditivity across orthogonal detectors follow from the triangle inequality, demonstrating an exponential O(2N)\mathcal{O}(2^N)O(2N) separation from global geometric trajectory bounds under stated locality assumptions. We provide an operational interpretation in binary state discrimination and quantum error correction, and demonstrate a matrix-free runtime scaling advantage over differential equation integration.
The pace of evolution of physical systems is fundamentally constrained by quantum speed limits (QSL), which have found broad applications in quantum science and technology. We consider the speed of evolution for quantum systems undergoing stochastic dynamics due to continuous measurements. It is shown that that there are trajectories for which standard QSL are violated, and we provide estimates for the range of velocities in an ensemble of realizations of continuous measurement records. We determine the dispersion of the speed of evolution and characterize the full statistics of single trajectories. By characterizing the dispersion of the Bures angle, we further show that continuous quantum measurements induce Brownian dynamics in Hilbert space.
Quantum speed limits (QSLs) provide an upper bound for the speed of evolution of quantum states in any physical process. Based on the Stratonovich-Weyl correspondence, we derive a universal QSL bound in arbitrary phase spaces that is applicable for both continuous variable systems and finite-dimensional discrete quantum systems. This QSL bound allows the determination of speed limit bounds in specific phase spaces that are tighter than those in Wigner phase space or Hilbert space under the same metric, as illustrated by several typical examples, e.g., a single-mode free field and NNN-level quantum systems in phase spaces. This QSL bound also provides an experimentally realizable way to examine the speed limit in phase spaces relevant to applications in quantum information and quantum optics.
Existing quantum speed limits (QSLs) for dissipative dynamics generally require integrating thefull state trajectory, limiting their predictive utility before simulation. We introduce a detector-conditioned framework to overcome this requirement. By projecting the adjoint Lindblad dissipatoronto a target detector Πω and taking its operator norm, we obtain a single static number—thedissipative transition capacity Γω —that provides a trajectory-free upper bound for local fidelitydecay. This construction deliberately sacrifices geometric tightness: for a k-qubit detector in anN -qubit system, it reduces the pre-simulation cost from O(23N ) trajectory integration to O(23k )static extraction, where k ≪ N is the detector size. We prove this quantity is the canonical minimalstate-independent bound arising from trace-class duality, is subadditive under tensor products, obeysextensive many-body scaling (Γ ≤ N γ) for local dissipators, and correctly vanishes for noise channelscommuting with the detector. We validate the local capacity bounds experimentally across 1-to 3-qubit sub-registers executed on the 156-qubit IBM Heron QPU (ibm marrakesh), confirmingbound validity on physical hardware without free parameters. We further demonstrate that Γωprovides a candidate cost function for noise-aware compiler routing, enabling circuit scheduling onheterogeneous hardware without prior classical simulation.
We develop an intuitive geometric picture of quantum states, define a particular state distance, and derive a quantum speed limit (QSL) for open systems. Our QSL is attainable because any initial state can be driven to a final state by the particular dynamics along the geodesic. We present the general condition for dynamics along the geodesic for our QSL. As evidence, we consider the generalized amplitude damping dynamics and the dephasing dynamics to demonstrate the attainability. In addition, we also compare our QSL with others by strict analytic processes as well as numerical illustrations, and show our QSL is tight in many cases. It indicates that our paper is significant in tightening the bound of evolution time.