The following contains currently open thesis topics in our areas of research. If you are interested in a topic or have a thesis idea of your own that might fit our research interests, please contact us directly.

Reinforcement Learning for Cybersecurity Agents

Machine Learning/AI and Security

Reinforcement learning can be used to train systems for sequential decision-making in cybersecurity tasks. This topic investigates how such approaches can improve system behavior.

Goal / Research Questions:

  • How can reinforcement learning be applied to cybersecurity-related tasks?
  • How can reward functions be defined for security objectives?
  • How does reinforcement learning compare to purely LLM-based approaches? 

Please contact Andreas Ekelhart.

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