1 citations · 1 across the 8 of their papers we have counts for
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Observational Indistinguishability and Integrity Blind Regions in Hybrid Quantum-Classical Workflows
Roberto Fernández-Barrios, Iker Pastor-López, Amaia Pikatza-Huerga +1
We present a claim-relative evidence/reference framework for hybrid quantum-classical workflow integrity. Observational indistinguishability yields structural blind regions, distin…
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…
Candidate Comparability Before Promotion: Conditional Validation in Adaptive Network Intrusion Detection
Roberto Fernández-Barrios, Iker Pastor-López, Amaia Pikatza-Huerga +1
Adaptive network intrusion detection systems retrain classifiers after drift alarms, but an alarm detects change; it does not establish that a challenger should replace the deploye…
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…