XKG-IDS: Symbolic Graph Learning for Explainable IoT Security
XKG-IDS: Symbolic Graph Learning for Explainable IoT Security
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Explore the evolving landscape of IoT security through a comprehensive introduction to XKG-IDS, an innovative intrusion detection system. Discover the use of temporal graphs and KAN-based methodologies to enhance detection effectiveness. Delve into the system's architecture, featuring KAN graph convolutions and B-splines, and learn about the importance of explainability in understanding intrinsic features and rule templates. The empirical evaluation utilizes the RT-IoT2022 dataset, showcasing...