1 citations · 1 across the 8 of their papers we have counts for
Showing 2026 · quant-phShow all
2 papers · 2 filters
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
Conditional validity of quantum event classifiers under collider systematics and quantum estimation uncertainty
Roberto Fernández-Barrios, Iker Pastor-López, Asier González-Santocildes +1
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 inform…