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This motivates the decomposition of the register into: A(α) :={i:α i = 1},P(α) :={i:α i = 0},(D4) with|A|=|α|

Active, passive qubits For a fixed concept bitstringα∈ {0,1}nq, the coherenceρ(f) y,y⊕α involves a bit-flip on qubitiprecisely whenαi = 1

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Evidence of Quantum Machine Learning Advantage with Tens of Noisy Qubits

quant-ph · 2026-05-20 · conditional · novelty 6.0

Simulations of a known quantum learning task demonstrate clear performance separation between coherent noisy quantum processing and fixed-measurement classical strategies at 30-40 qubits, with data acquisition as the primary bottleneck.

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  • Evidence of Quantum Machine Learning Advantage with Tens of Noisy Qubits quant-ph · 2026-05-20 · conditional · none · ref 2

    Simulations of a known quantum learning task demonstrate clear performance separation between coherent noisy quantum processing and fixed-measurement classical strategies at 30-40 qubits, with data acquisition as the primary bottleneck.