22 citations · 27 across the 5 of their papers we have counts for
4 papers · 1 filter
Are We Shooting Flies with Cannons? Trade-off Analysis for AI-based 5G Intrusion Detection
Federica Uccello, Simin Nadjm-Tehrani
The increasing adoption of Artificial Intelligence (AI) in network intrusion detection raises the question of whether complex and computationally expensive models are justified for…
When Relationships Break: Interpreting Network Traffic Anomalies via Dependency Violations
Federica Uccello, Simin Nadjm-Tehrani
Current research on security monitoring is increasingly focusing on machine-learning-based approaches, but caveats remain. In addition to huge computational overhead, one concern i…
Feature Attribution in 5G Intrusion Detection: A Statistical vs. Logic-Based Comparison
Federica Uccello, Simin Nadjm-Tehrani
With the rise of fifth-generation (5G) networks in critical applications, it is urgent to move from detection of malicious activity to systems capable of providing a reliable verdi…
Security-Enhancing Digital Twins: Characteristics, Indicators, and Future Perspectives
Matthias Eckhart, Andreas Ekelhart, David Allison +6
The term "digital twin" (DT) has become a key theme of the cyber-physical systems (CPSs) area, while remaining vaguely defined as a virtual replica of an entity. This article ident…