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Author

Roberta Zambrini

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Preprint Sep 2026

Unraveling-Dependent Metastability in Monitored Quantum Systems and Associative Memories

Metastability in open quantum systems is usually inferred from spectral separation in the Liouvillian, which governs unconditional, ensemble-averaged dynamics. We show that this diagnosis is incomplete at the level of individual quantum trajectories: conditioned realizations of the same unconditional dynamics can bypass, transiently access, or operationally preserve a metastable memory, depending on the monitored channel and the observed record. We demonstrate these mechanisms in a driven-dissipative nonlinear oscillator realizing a quantum associative memory, by comparing spectra, target fidelities, and phase-space distributions. The non-Hermitian dynamics obtained by post-selecting on the absence of detected events supports metastable retrieval, but with a distinct long-time fate: normalization selects the least-decaying mode of the non-Hermitian spectrum rather than the addressed memory branch. In contrast, stochastic jump trajectories can preserve retrieval over extended times when the post-measurement update remains compatible with the coherent memory structure. Thus trajectory-level metastability is not determined by the averaged generator alone; it requires compatibility between the monitored channel, the measurement record, and the metastable manifold.

Manali Malakar, Roberta Zambrini, G. Giorgi · 0 citations
Preprint Aug 2026

Storage, Scrambling, and Loss of Information in the Quantum Reservoir Computing Paradigm

This work introduces a classical-quantum state derived from the process tensor representing the dynamical part of this process for typical QRC protocols found in the literature, and extracts two diagnostics that characterise the nonlocal scrambling of information within, and loss of information from the substrate.

Nathan Keenan, Roberta Zambrini · 1 citation
Preprint Jul 2026

General theory of monitored Quantum Reservoir Computing

A general theory of monitored quantum reservoir computing based on indirect quantum measurements is developed, which unifies projective, weak, partial, and dissipative monitoring protocols within a single operational framework and establishes quantum measurement engineering as a systematic approach for designing reservoir architectures across different quantum platforms.

Oriol Morguí-Sancho, Gonzalo Manzano, G. Giorgi et al. · 2 citations

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