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Thermodynamics of Quantum Reservoir Computing

quant-ph · 2026-07-02 · unverdicted · novelty 5.0

A non-equilibrium thermodynamic framework for quantum reservoir computing proves that peak predictive performance arises from spectral resonance at quantum critical points, but this maximizes informational dissipation and irreversible work, while dynamic coherence boosts capacity without extra mecha

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  • Thermodynamics of Quantum Reservoir Computing quant-ph · 2026-07-02 · unverdicted · none · ref 9

    A non-equilibrium thermodynamic framework for quantum reservoir computing proves that peak predictive performance arises from spectral resonance at quantum critical points, but this maximizes informational dissipation and irreversible work, while dynamic coherence boosts capacity without extra mecha