3 papers
Between Zeros and Ones: Behavioral Characterization Beyond Binary Labeling Across Public ICS Datasets
Konstantinos E. Kampourakis, Vyron Kampourakis, Georgios Spathoulas +1
Intrusion detection in Industrial Control Systems (ICS) is typically evaluated on a small set of public benchmarks using binary ``normal'' versus ``attack'' labels, a practice that…
Systematic Integration of Digital Twins and Constrained LLMs for Interpretable Cyber-Physical Anomaly Detection
Konstantinos E. Kampourakis, Vasileios Gkioulos, Sokratis Katsikas
Cyber attacks targeting Industrial Control Systems (ICS) have become increasingly sophisticated and hard to identify. Detecting such attacks requires integrating low-level behavior…
Knowledge-to-Data: LLM-Driven Synthesis of Structured Network Traffic for Testbed-Free IDS Evaluation
Konstantinos E. Kampourakis, Vyron Kampourakis, Efstratios Chatzoglou +2
Realistic, large-scale, and well-labeled cybersecurity datasets are essential for training and evaluating Intrusion Detection Systems (IDS). However, they remain difficult to obtai…