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Exponential quantum advantage for learning signals with a single qubit

Researchers have demonstrated that a single qubit coupled with a conventional sensor can exponentially reduce the number of measurements needed to learn classical signals. This quantum advantage applies to fundamental sensing tasks such as learning Fourier coefficients and estimating transformations of physical observables. The team experimentally achieved a 10^7-fold reduction in measurements for Fourier-amplitude and time-varying signal learning using a superconducting cavity--qubit architecture. This approach, termed quantum feature sensing, utilizes Quantum Phase-Space Inference (Q$\\ AI

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Exponential quantum advantage for learning signals with a single qubit

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  1. arXiv cs.LG TIER_1 English(EN) · Ishaan Kannan, Sridhar Prabhu, Saeed A. Khan, Mandar M. Sohoni, Xingrui Song, Saswata Roy, Alen Senanian, Valla Fatemi, Peter L. McMahon, Jordan Cotler ·

    Exponential quantum advantage for learning signals with a single qubit

    arXiv:2608.13521v1 Announce Type: cross Abstract: Quantum technology has the potential to transform scientific discovery, but quantum advantages often require processing capabilities well beyond the reach of experimental platforms. We show that coupling a single controllable qubi…