Neurosymbolic models for ensuring cybersecurity in critical cyberphysical systems

The article presents the results of a comprehensive study on the application of the neuro-symbolic approach for detecting and preventing cyber threats in railway systems, a critical component of cyber-physical infrastructure. The increasing complexity and integration of physical systems with digital technologies have made such infrastructure vulnerable to cyberattacks, where disruptions can lead to severe consequences, including system failures, financial losses, and threats to public safety and the environment.