Preprint
Aug 2026
A Self-Explainable Deep Architecture for Security Applications
XSec is introduced, a self-explainable deep architecture developed for security applications that produces deterministic explanations for a fixed trained model and input and substantially reduces explanation latency compared with approximation-based and perturbation-based post-hoc methods.
Ananth Shreekumar, Jyun-Jhu Syu, Muslum Ozgur Ozmen et al.
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