Author

Asier Gonzalez-Santocildes

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Preprint Sep 2026

Sharp Target-Domain Certificates for Quantum-Kernel Advantage under Distribution Shift

Quantum predictive advantage under shift usually requires known target labels. We derive the assumption-free sharp identified interval for the finite-batch advantage of a fixed candidate over the best member of a prespecified fixed classical-kernel family under any bounded loss and unrestricted completions of the unaud...

Roberto Fernández-Barrios, Iker Pastor-López, Asier Gonzalez-Santocildes et al. · 1 citation

Preprint Sep 2026

Conditional validity of quantum event classifiers under collider systematics and quantum estimation uncertainty

Claims about a deployed quantum machine-learning classifier can fail when target data shift or when finite-shot quantum evaluation randomizes the model itself. We develop an information-conditional, fail-closed auditing framework that returns supported, refuted or unresolved verdicts with anytime-valid per-claim error...

Roberto Fernández-Barrios, Iker Pastor-López, Asier Gonzalez-Santocildes et al. · 2 citations