I. Introduction
Industrial robotics systems play a vital role in automated assembly processes, offering high precision and efficiency. However, ensuring operational safety remains a significant challenge, especially in Human-Robot Interaction (HRI) scenarios. Current failure detection and diagnosis (FDD) methods often overlook HRI-related faults, necessitating the development of dedicated data-driven approaches to address these issues effectively [1, 2].