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quant-ph2026
Sharp Target-Domain Certificates for Quantum-Kernel Advantage under Distribution Shift
Roberto Fernández-Barrios, Iker Pastor-López, Asier González-Santocildes +1
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 can…
quant-ph2026
Information and reference requirements for auditing collider classifiers
Roberto Fernández-Barrios, Iker Pastor-López, Asier González-Santocildes +1
Assertions about collider classifiers require observable evidence and a specified deployment reference. We distinguish the classification threshold that selects events from the cla…