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Ben-Gurion University of the Negev
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This paper presents JANUS, a novel targeted denial-of-service attack against beam-hopping systems in LEO networks, and shows that a small botnet of compromised terminals can inject legitimate user traffic into carefully selected non-victim cells to manipulate the beam-hopping scheduler's view of demand.
These findings provide an empirical characterization of recurring security patterns across the open-source onboard satellite software ecosystem, helping quantify their prevalence and prioritize areas that warrant the greatest security attention.
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.
Forget generic chatbots – SecMate slashes cybersecurity troubleshooting failures by 40% simply by adding device-specific diagnostics.
Multi-agent code editing with structured failure feedback boosts task success by 17%, suggesting a promising path to more reliable LLM-driven code manipulation.
Gamified mobile sensors can turn cybersecurity negligence into teachable moments, boosting security awareness where it matters most: in users' everyday actions.
Code Execution MCPs slash token usage and latency in agent systems, but open a Pandora's Box of new attack vectors, demanding layered defenses.