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HYDRA quantifies network resilience to LFAs by measuring the smallest active subset of bots and the corresponding traffic allocation required to disrupt communication between targeted geographic areas, and evaluates five mitigation strategies, showing how routing diversification, ingress policing, distance-based traffic constraints, source throttling, and botnet attrition reduce attack success and improve network resilience to targeted disruption.
Failure-mode contextual bandits can boost model accuracy by over 4% on standard benchmarks while eliminating the need for additional human annotation.
Event-centric explanations can transform cybersecurity investigations by providing actionable insights that improve alert handling and classification accuracy.
Automated adversarial mitigation can now disrupt attacks while preserving network functionality, achieving a 46.7% success rate in real-world scenarios.
Gamified mobile sensors can turn cybersecurity negligence into teachable moments, boosting security awareness where it matters most: in users' everyday actions.
