Author

Enkeleda Bardhi

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#machine learning Preprint Oct 2026

DeepWeave: Weaving Neural and Symbolic Evidence for ML-Based Network Intrusion Detection System

DeepWeave is presented, a probabilistic neuro-symbolic Network Intrusion Detection System (NIDS) that makes logic an integral part of detection, and demonstrates label-efficient, adaptable, and inspectable neuro-symbolic intrusion detection.

Raoul Saad, Enkeleda Bardhi, Andrea Agiollo et al. · 0 citations

Jul 2026

Beyond the Syntax: Do Security Experts Trust LLMs for NIDS Rule Engineering?

A human-centered investigation into LLM-based NIDS rule engineering is presented, formalizing a grounded generation framework and evaluating it through a user study with 10 domain experts, revealing a syntax-semantics paradox.

Lorenzo di Filippo, Enkeleda Bardhi, Andrea Agiollo et al. · arXiv.org · 1 citation