aiqbench analysis
This study establishes a fundamental charge conservation law in optical quantum reservoir computing, proving that readout capabilities are strictly limited by detector constraints rather than optical nonlinearity. The research demonstrates that degree-one homodyne detection achieves universal approximation for fading-memory functionals with polynomial shot noise costs, while higher-order sectors remain inaccessible at fixed squeezing levels. Validated via a hardware-faithful digital twin on an RF corpus, these findings define the theoretical boundaries and computational affordability of squeezed-light quantum reservoirs.
A charge selection rule fixes what a squeezed-light reservoir computer can compute and afford
arXiv:2608.19668v1 Announce Type: new Abstract: Reading an optical quantum reservoir costs repetitions growing super-exponentially with feature order: what it can afford is set by its detector, not its optics. For reservoirs encoding data in a parametric pump's phase, one conservation law fixes what is readable and what it costs. Pairwise photon exchange conserves an integer phase charge: across an ensemble of input masks, order-D readout reaches exactly the assemblies of at most D unit-charge kernels; degree-one homodyne readout is universal for fading-memory functionals along weak-squeezing families, at shot cost polynomial in accuracy; and at fixed squeezing no finite degree reaches every sector, at a computable distance. Nonlinearity sits in the optics, not the detector, whose per-shot variance is fixed at every order. In a hardware-faithful digital twin-no device was built-the rule is visible: on an open RF corpus a displacement-encoded control at identical photon number loses 17.7 accuracy points, as the charge algebra predicts.
Abstract:Reading an optical quantum reservoir costs repetitions growing super-exponentially with feature order: what it can afford is set by its detector, not its optics. For reservoirs encoding data in a parametric pump's phase, one conservation law fixes what is readable and what it costs. Pairwise photon exchange conserves an integer phase charge: across an ensemble of input masks, order-D readout reaches exactly the assemblies of at most D unit-charge kernels; degree-one homodyne readout is universal for fading-memory functionals along weak-squeezing families, at shot cost polynomial in accuracy; and at fixed squeezing no finite degree reaches every sector, at a computable distance. Nonlinearity sits in the optics, not the detector, whose per-shot variance is fixed at every order. In a hardware-faithful digital twin-no device was built-the rule is visible: on an open RF corpus a displacement-encoded control at identical photon number loses 17.7 accuracy points, as the charge algebra predicts.
arXiv:2608.19668 [quant-ph]
(or arXiv:2608.19668v1 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2608.19668 Focus to learn more arXiv-issued DOI via DataCite (pending registration)
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Full text under the publisher's open licence · 240 words
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