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Alleviating Attack Data Scarcity: SCANIA's Experience Towards Enhancing In-Vehicle Cyber Security Measures

  • The need for in-vehicle cyber security measures in connected vehicles is critical due to increasing security risks.
  • Implementing intrusion detection and response systems with adaptive detection mechanisms is essential to detect evolving threats.
  • Constraints on implementing diverse attack scenarios on test vehicles lead to a scarcity of attack-representing data.
  • A context-aware attack data generator was developed to efficiently create high-quality attack-representing data for in-vehicle network security testing.

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