3 papers
cs.RO2026
Environment-Grounded Multi-Agent Workflow for Autonomous Penetration Testing
Michael Somma, Markus Großpointner, Paul Zabalegui +2
The increasing complexity and interconnectivity of digital infrastructures make scalable and reliable security assessment methods essential. Robotic systems represent a particularl…
cs.CR2025
Hybrid Temporal Differential Consistency Autoencoder for Efficient and Sustainable Anomaly Detection in Cyber-Physical Systems
Michael Somma
Cyberattacks on critical infrastructure, particularly water distribution systems, have increased due to rapid digitalization and the integration of IoT devices and industrial contr…
cs.LG2025
Anomaly Detection in Complex Dynamical Systems: A Systematic Framework Using Embedding Theory and Physics-Inspired Consistency
Michael Somma, Thomas Gallien, Branka Stojanovic
Anomaly detection in complex dynamical systems is essential for ensuring reliability, safety, and efficiency in industrial and cyber-physical infrastructures. Predictive maintenanc…