Mirage: Cyber Deception Against Autonomous Cyber Attacks

Discover how Mirage, a cyber deception framework, leverages deception to outsmart autonomous cyber attacks and achieve asymmetric defeat, improving detection and response to ever-changing threats.

Key takeaways

Asymmetric Defeat of Autonomous Cyber Attacks

  • Mirage is a cyber deception framework designed to lead to asymmetric defeat of autonomous cyber attacks.
  • Deception can be powerful in leading to mistakes, and a strong adversary will make mistakes.

Autonomous Cyber Adversaries

  • Autonomous cyber adversaries are agents that can perform actions independently without human intervention.
  • An adversary can respond to changes in the environment and adapt its plan.
  • Autonomous adversaries can be difficult to detect.

Redesigning Deceptions

  • Deceptions need to be redesigned to account for autonomous adversaries.
  • Novel cyber deceptions are needed to lead to asymmetric defeat.
  • Deceptions should be designed to respond to changes in the environment.

Improving Deception

  • Deceptions need to be more modular and allow for easy configuration.
  • Deceptions need to be more realistic and varied.
  • Deceptions should be designed to be more adaptable to changing environments.

Enhancing Planning

  • Planning algorithms need to be enhanced to respond to changing environments.
  • Planning algorithms should incorporate deception to improve outcomes.
  • Planning algorithms should be designed to respond to changing objectives.

Increasing Efficiency

  • Increasing efficiency in deception and planning can lead to better outcomes.
  • Automation can improve efficiency in deception and planning.
  • Experimentation can help improve efficiency in deception and planning.

Mirage Framework

  • The Mirage framework is designed to evaluate the effectiveness of deception against autonomous cyber adversaries.
  • The Mirage framework can be used to test and evaluate deception strategies.
  • The Mirage framework can be used to improve planning algorithms and deception strategies.

Future Research Directions

  • Future research directions include improving deception frameworks and planning algorithms.
  • Research should focus on designing novel cyber deceptions that can lead to asymmetric defeat.
  • Research should focus on enhancing planning algorithms to respond to changing environments.
  • Research should focus on improving efficiency in deception and planning.