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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.
