Can I read SGAN-IDS: Adversarial Network for IDS on EtoBox?

SGAN-IDS: Adversarial Network for IDS by msivahari107 is a document available to read on EtoBox.

What is SGAN-IDS: Adversarial Network for IDS about?

The paper introduces SGAN-IDS, a novel framework that utilizes self-attention-based generative adversarial networks to enhance the resilience of intrusion detection systems (IDS) against adversarial attacks. SGAN-IDS generates synthetic adversarial traffic flows that successfully evade detection by existing machine learning-based IDSs, reducing their detection rates by an average of 15.93%. The framework aims to address vulnerabilities in traditional IDSs by proactively simulating potential attacks, thereby

Author

msivahari107

Language

EN