Black Swan events Aviation cybersecurity Insider threat detection Behavioral drift analysis Bayesian risk updating Anomaly detection Cyber resilience Antifragility Probabilistic modeling Critical infrastructure protection

Black Swan failures in aviation cybersecurity represent significant and unpredictable disruptions that stem from intricate interactions among behavioral drift, flaws in system design, and organizational inertia, thereby eluding conventional, pattern-based threat detection methodologies. This study presents the Black Swan Cyber Resilience Framework (BSCRF), which integrates principles of antifragility and supraresilience into the realm of cybersecurity, emphasizing adaptive learning over static defensive measures.