On the use of neurosymbolic AI for defending against cyber attacks

التفاصيل البيبلوغرافية
العنوان: On the use of neurosymbolic AI for defending against cyber attacks
المؤلفون: Grov, Gudmund, Halvorsen, Jonas, Eckhoff, Magnus Wiik, Hansen, Bjørn Jervell, Eian, Martin, Mavroeidis, Vasileios
سنة النشر: 2024
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Artificial Intelligence, Computer Science - Cryptography and Security, Computer Science - Machine Learning
الوصف: It is generally accepted that all cyber attacks cannot be prevented, creating a need for the ability to detect and respond to cyber attacks. Both connectionist and symbolic AI are currently being used to support such detection and response. In this paper, we make the case for combining them using neurosymbolic AI. We identify a set of challenges when using AI today and propose a set of neurosymbolic use cases we believe are both interesting research directions for the neurosymbolic AI community and can have an impact on the cyber security field. We demonstrate feasibility through two proof-of-concept experiments.
Comment: Accepted to 18th International Conference on Neural-Symbolic Learning and Reasoning
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2408.04996
رقم الانضمام: edsarx.2408.04996
قاعدة البيانات: arXiv