For quantum phases of Hamiltonian ground states, the energy gap plays a central role in ensuring the stability of the phase as long as the gap remains finite. We propose Markov length, the length scale at which the quantum conditional mutual information (CMI) decays exponentially, as an equally essential quantity characterizing mixed-state phases and transitions. For a state evolving under a local Lindbladian, we argue that if its Markov length remains finite along the evolution, then it remains in the same phase, meaning there exists another quasilocal Lindbladian evolution that can reverse the former one. We apply this diagnostic to toric code subject to decoherence and show that the Markov length is finite everywhere except at its decodability transition, at which it diverges. CMI in this case can be mapped to the free energy cost of point defects in the random bond Ising model. This implies that the mixed-state phase transition coincides with the decodability transition and also suggests a quasilocal decoding channel.
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http://dx.doi.org/10.1103/PhysRevLett.134.070403 | DOI Listing |
Imaging Neurosci (Camb)
August 2024
Center of Functionally Integrative Neuroscience, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark.
Beyond structural and time-averaged functional connectivity brain measures, modelling the way brain activity dynamically unfolds can add important information to our understanding and characterisation of individual cognitive traits. One approach to leveraging this information is to extract features from models of brain network dynamics to predict individual traits. However, these predictions are susceptible to variability due to factors such as variation in model estimation induced by the choice of hyperparameters.
View Article and Find Full Text PDFPhys Rev Lett
February 2025
Perimeter Institute for Theoretical Physics, Waterloo, Ontario N2L 2Y5, Canada.
For quantum phases of Hamiltonian ground states, the energy gap plays a central role in ensuring the stability of the phase as long as the gap remains finite. We propose Markov length, the length scale at which the quantum conditional mutual information (CMI) decays exponentially, as an equally essential quantity characterizing mixed-state phases and transitions. For a state evolving under a local Lindbladian, we argue that if its Markov length remains finite along the evolution, then it remains in the same phase, meaning there exists another quasilocal Lindbladian evolution that can reverse the former one.
View Article and Find Full Text PDFJ Appl Stat
September 2024
Department of Mathematical Statistics and Actuarial Science, Faculty of Natural and Agricultural Sciences, Bloemfontein, University of the Free State, South Africa.
Current monitoring technologies emphasize and address the issue of monitoring high-volume production processes. The high flexibility and diversity of current industrial production processes make monitoring technology for small batch processes even more important. In multivariate process monitoring, a broader applicability exists in multivariate coefficients of variation (MCV) based monitoring schemes due to the lower restriction of the process.
View Article and Find Full Text PDFBiometrics
January 2025
Department of Biostatistics, University of Florida, Gainesville, FL 32608, United States.
Heterogeneous treatment effect estimation is an important problem in precision medicine. Specific interests lie in identifying the differential effect of different treatments based on some external covariates. We propose a novel non-parametric treatment effect estimation method in a multi-treatment setting.
View Article and Find Full Text PDFUrology
February 2025
Mayo Clinic Rochester, Department of Urology, Rochester, MN. Electronic address:
Objective: To compare the cost-effectiveness of simultaneous vs staged percutaneous nephrolithotomy (PCNL) during treatment of patients with large, bilateral stone burden.
Methods: A decision-analytic Markov model was used to assess the cost-effectiveness of simultaneous and staged PCNL for large, bilateral stone burden. Model probabilities and outcomes for index procedures were drawn from a large-volume, single-center cohort.
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